{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# P1bP1 Finite Elements for Stokes Equations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example is to show the convergence of P1b-P1 finite elements for the Stokes equation on the unit square:\n",
    "\n",
    "$$- \\Delta u + {\\rm grad}\\, p  = f \\quad {\\rm div}\\, u    = 0  \\quad  \\text{ in } \\quad \\Omega,$$\n",
    "\n",
    "with the pure Dirichlet boundary condition. The solver is based on a DGS type smoother. \n",
    "\n",
    "**References**:\n",
    "- [Finite Element Methods For Stokes Equations](http://www.math.uci.edu/~chenlong/226/FEMStokes.pdf)\n",
    "- [Project: Finite Element Methods for Stokes Equations](../project/projectFEM.html)\n",
    "\n",
    "**Subroutines**:\n",
    "\n",
    "    - StokesP1bP1\n",
    "    - squareStokes\n",
    "    - femStokes\n",
    "    - Stokesfemrate\n",
    "    \n",
    "The method is implemented in `StokesP1bP1` subroutine and can be tested in `squareStokes`. Together with other elements (CRP0, P2P0, P2P1, isoP2P0, isoP2P1, P1bP1), `femStokes` provides a concise interface to solve Stokes equation. The P1b-P1 element is tested in `Stokesfemrate`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## P1b-P1 element\n",
    "\n",
    "The velocity is P1 Lagrange element enriched by a cubic bubble function and the pressure is P1 Lagrange element. This pair is also known as MINI element. The bubble function is introduced to stabilize the non-stable P1-P1 pair. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clear all;\n",
    "imatlab_export_fig('print-png')  % Static png figures.\n",
    "%% Local indexing of DOFs\n",
    "node = [0,0; 1,0; 0.5, sqrt(3)/2];\n",
    "elem = [1 2 3];\n",
    "% elem2dof = 1:6;\n",
    "set(gcf,'Units','normal'); \n",
    "set(gcf,'Position',[0,0,0.3,0.2]);\n",
    "subplot(1,2,1)\n",
    "showmesh(node,elem); findnode(node,'all','noindex'); findelem(node,elem);\n",
    "subplot(1,2,2)\n",
    "showmesh(node,elem); findnode(node,'all','noindex');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dirichlet boundary condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "%% Setting\n",
    "% mesh\n",
    "[node,elem] = squaremesh([0,1,0,1],0.25);\n",
    "[node,elem] = uniformrefine(node,elem);\n",
    "bdFlag = setboundary(node,elem,'Dirichlet');\n",
    "mesh = struct('node',node,'elem',elem,'bdFlag',bdFlag);\n",
    "% pde\n",
    "pde = Stokesdata1; \n",
    "% options\n",
    "option.L0 = 0;\n",
    "option.maxIt = 4;\n",
    "option.printlevel = 1;\n",
    "option.solver = 'asmg'; % use auxiliary space preconditioner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#dof:   1763,  #nnz:  12650, MG   ASMG iter:  8,  err = 9.1080e-09,  time = 0.22 s\n",
      "#dof:   7107,  #nnz:  52906, MG   ASMG iter:  8,  err = 3.8331e-09,  time = 0.16 s\n",
      "#dof:  28547,  #nnz: 216362, MG   ASMG iter:  8,  err = 3.8786e-09,  time = 0.77 s\n",
      "#dof: 114435,  #nnz: 875050, MG   ASMG iter:  8,  err = 3.6838e-09,  time =  2.9 s\n",
      "Table: Error\n",
      " #Dof        h      |u_I-u_h|_1    ||u-u_h||   ||u_I-u_h||_{max}\n",
      "\n",
      "  1891   6.25e-02   1.80268e-01   2.14012e-02   3.65459e-02\n",
      "  7363   3.12e-02   6.32875e-02   5.32944e-03   1.00022e-02\n",
      " 29059   1.56e-02   2.21618e-02   1.32998e-03   2.61407e-03\n",
      "115459   7.81e-03   7.77049e-03   3.32204e-04   6.68059e-04\n",
      "\n",
      " #Dof        h      ||p_I-p_h||    ||p-p_h||   \n",
      "\n",
      "  1891   6.25e-02   1.01517e+00   7.11564e-01\n",
      "  7363   3.12e-02   3.27813e-01   2.20345e-01\n",
      " 29059   1.56e-02   1.08542e-01   7.02700e-02\n",
      "115459   7.81e-03   3.68321e-02   2.31884e-02\n",
      "\n",
      "Table: CPU time\n",
      " #Dof    Assemble     Solve      Error      Mesh    \n",
      "\n",
      "  1891   1.00e-02   2.20e-01   3.00e-02   0.00e+00\n",
      "  7363   0.00e+00   1.60e-01   2.00e-02   0.00e+00\n",
      " 29059   6.00e-02   7.70e-01   6.00e-02   0.00e+00\n",
      "115459   1.40e-01   2.95e+00   1.10e-01   1.00e-02\n",
      "\n"
     ]
    },
    {
     "data": {
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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obalUyk45McGoUaPYt6Kqqurtt99mf/TXv/4V1ekAAPQwdlQl5hjsDBxVzdKWCU6dOqV2JC8vj5YFobj7X1Car8iE8ZfGNy1atBg/fnx0dDQh5Nq1a/v371+1ahU7Z+TevXsnTpyIiIgw6mRX1z9/k7p16xa3UUOmV5jl1QGAGlyhAtih+vr6Or3M0gq3Kt5XX33FTjElhNTW1srlcvau2oBtzW25ubmNHTuWvXvjxg32NjcsaNOmjb+/P3t3x44d3Ce5ffv22LFjhw4dOnTo0BEjRmh+M8Yy4XVxJwl//fXX3IdkZWUdOXKk4AmjluZqTgxu0aIFvbajCgoK2NtYnwIADoWfUZXY6cDKOnfu3E8//cQ9sm7dOva2q6urIb/MGzv+Hj16tNMT/fv3p6f5+/vPmDHj0KFDao816mRCCHczjlOnTrFVaQghu3fvbvK1NP/VmdAEgN1DwAFgh5KSkjrqlZub2/xW/vGPf7Bf41+7di0qKurkyZM1NTW//fbb1KlTuduAz5kzx4ba4tZSYTEMw17rUPHx8ezt5OTkL7744vbt2/fv39+/f/+kSZN++umnX3/99ddff+3cubO7u7sZX9eMGTPYiSTXrl2bOHHimTNnysrKNm/evGDBAvZ8Pz+/vn376n+l3FkYFy5c+OSTT/bs2cNtVGsh2IEDB3bv3l3/MwMA2BN+RlVivwMra+rUqXv37q2srCwoKFi8ePHWrVvZH02aNMnA8qtGjb/PPvssu89FcXHx+vXr2cf+8ssv3KcNCwsz6mTSeEVJVVXV9OnTz5w5k5eXt3Tp0k2bNhnyWpr56kxrAsC+YYkKgCPifslgsv79+8+aNYtuLU4I+eWXX4YNG6Z52vjx40eNGmVDbYWHh/v6+nLnbhBCoqKi1E6bNWvW1q1bz549Swipqan56KOPPvroI7VzXFxc5s+fr6ctE15XWFjY9OnTN27cSO8ePXpUc/d7Qgi7+70e3bp1495dsWIFIWTy5Mlr165lu9erV68LFy5wT8P0DQAANWYZVYn9DqysioqKuLg4zeOurq4LFy408EmMGn9btmz54osvHj58mB5ftGiRXC5/5plniouLjx8/zp7frVs3OnXCqJNHjRq1ePFidj/R77//nt27ymRmuboAcGSYwQEApvvwww9fe+01PSdERkYuX77cttpycXEZP3682kHNzSxcXFw2bdrUu3dvXc/j6uq6cePGJqdRmPC6ZDIZdx2Nprfffpu7ukQXkUjk4eGh/xy1SRzu7u5aZ7gAAIBZ2OXASvn7+2sddNzd3VevXs0wjIHPY+z4u27dOu4qm/Pnz+/cufPo0aP19fX0iI+Pz1dffWXCySEhIePGjdPah7CwMNM2LjHX1QWAw0LAAWAPhJqm2LJlS4VCsXXr1u7du7PrJqinnnpqzZo1e/bsMVe5eBPaatGihWltqf0O361btz59+mie1rNnT6VSuWjRIrV2nZycRowYsW/fPs15H5pMeF2tWrVKS0uTy+Vdu3ZVe0i/fv327t2bmJjYZLuEkB49eqSnpw8aNEjtSbheeukl7t3Ro0e3bdvWkCcHALBdAk7+t9eBlRAyZMiQ7777jrs/lLOz8zPPPLNv375JkyYZ9VRGjb8dO3b8z3/+884772iWHfHw8Jg4ceJ3333HhhpGnUwI2bBhw5tvvsld8unm5jZu3Lg9e/b4+vqyB41638xydQHgsJwMKWIEANCkqqqq8+fPq1SqwMDAp59+WrPYm422ZaAbN26cO3fuzp07AQEBwcHBpl19mvC6Kisr8/LySkpKgoKCQkJCfHx8TGi3urq6vLy8urra3d29Q4cO7ApkQsiuXbtmzJjB3t2xY8fIkSNNaAIAAIxlBwPrjBkzdu3aRW9HR0fT9ZXXr18/efKkl5fXc88916pVq2Y2Yfj4+/DhwytXrpSWlt66dat169adO3cOCQlRq/Zq2smVlZWnTp0qLS0NDAwcMGBAk7MjDWeWqwsAh4KAAwAA1L3//vuPHj26e/fu7t272QIBnTp1ysvL41bFAwAD1dfXp6enHzx48I8//ggMDBw/fvyYMWOE7hSAxWkNOAAALAfXqQAAoG7btm2a8ffcuXORbgCYZsOGDZs2bXr66adffvnlnJwcmUz24MED7GgDAABgXrhUBUO5Zme7ZGfT24/Cwx+GhwvbHwDg08CBA2fOnCl0LwBsUk1NzbZt23r06LFx40ZXV9dZs2ZNnDhRLpdrDTgw2gIAAJgMAQc0zT0pqW7KFJfsbI+kJHqkOiGh/qmnXLOzaxtXWAAA+8CuH3ZxcfH394+Ojn733XfNuKgYwKGcO3fuwYMHY8eOpXOgPD09R44cmZaWVlRUFBQUpHay2miLgAMAAMBwCDigCZ5vvtli27YW27Zxr7GcCws933zTNTvbqbCwJiFBwO4BgCVcuHChurq6tra2ZcuWLi4uQncHwLb98ccfhBBuFczg4GBCyPXr1zUDDgB78sUXX7CFZptTgQUAwEAIOEAf96SkFtu2EUKcCwvpDYq97ZGU1PDUU5jHAWB/PDw8MGUDwCwePHhACOFWi6C3q6qqBOsTAC+8vLy8vLyE7gUAOBDnpk8BB1Y3ZUr9U0/pOaEe6QYAAIBeTk5OhJD6+nr2SENDg3DdAQAAsFuYwQE60X3OHoaHc+duqKmdMsU9KQm7oAEAgCMoKCg4ceLEiBEjvL291X5UWVl5+fLlkpISX1/f7t27t2/fnv2Rm5sbIaSmpoY9Qud00Bn73F1F6d1Gt5/sx0Gw5ygAAEBTEHCATtx9znShJ+SMGJFz/jwvnQIAAH1Q7Mai1q9ff+DAgZCQkH79+nGP79u379///vf9+/fp3RYtWsycOTMuLo7e7dChAyGksLBw4MCB9EhRUREhpGPHjkTvaOuanc3NOzDaAgBYCYy2VgsBB5iBq6uru7u7sH3IyMgIDQ0NCAgQthtapaamzp07V6jW+XxnLPpKzf7k5npncnNzCSGhoaEmP0NJSUlubm5UVJRpDzftnTHh5Rv7So063/CTDT/TkHfGkPehyXOa7JL+Z9D/cP0/VXuNubm5GzZswFWXJVRVVX311VcHDhzQ/NHp06eXLFnS0NAwYsSIAQMGXLp0ac+ePatXr+7UqdOoUaMIIb169XJ2dj548OCECRMIIY8ePcrKyvLy8urSpYtRfcBoqx9GW+t8coy2GG0JRlvgEQIOMIPQsLDQ+Hhh+5CbmzthwoTmDHuWk5qaGi/c+8PnO5ORkWGhV1pSUmL2JzfXO5ORkXH8+PHm9C03N7ekpMS0ZzD5nSkpKQkLCzPqOs/YV2rU+SkpKYQQQ0428GkNfGcMeR+a/KfSZJf0t6L/4frfGbWPl5SUFO46CDCLnJyc1NTUwsLC2tparSds3ry5oaFh4sSJCxcupEcCAwNTUlI2b95MA4527dpFRERkZWV99tlnzz///OHDh69evRoTE0OrxhoOo61+GG2bD6OtLhhtdXGc0TYsLIzbkK4+gOAQcIBOj8LDqxMS1OqnaKdQEEKIVGr5TtkkYb/p4rN16/xOTxdz9dYsz8P/W2dCi8Y+xEIvyvCnNeRMfv769J/QnD7Y1v90NqqhoeHhw4f+/v6EkOLi4ocPH3J/Wltbe/LkSUJIbGwsezAmJmb9+vUqlaq0tNTPz48QkpCQUFdXt3fv3j179jg7O48ePXrOnDn0ZDraso9VW5ZC5f7lL6GTJpGICMu8RDuB0dY6YbS19EMw2hp4QjNHW5qAUCUlJWPGjDH52cCinMrLy4XuA1gv58JCzzff1LzS0o5hiFxOIiMt2ycdYmNj4+PjrfM7JWi+kpKS2NjYw4cPC90Rq2M374zh3ynxT9iPF6PeGTqDA5NmLWfBggU//vjj+vXr2T04CgoKJk6c2KFDh/3793PP/Pvf/3727NmUlBTul37V1dU3b9709fXVs9LEPSlJy5Ycgo6wXBht7ZvdjClmZzfvDEZbXTDa2g2UiQV9tH6PpJNKRUQiIpEQlcqCfQIAALAat2/fJk+2C+WiR+hPWR4eHkFBQabso6FSEYmEKJUm9xMAAMARIOAAfWqnTKHzZuufeoo7gZaIxYRhHt9Qo1AQkYgkJvLUxSdsa7ommAB/xbrYxzsTGBgodBd0EvYdtuZ3Bggh9fX15EkhWC5aAraurq5Zz06HWso6Mg77+MABPfBXrIt9vDPWPKZgtAWzwB4c0ISahAT6X3fujFmGIVlZRKkkYjGRSsmWLUQm+/OnKhWRyYhCQaRSLQmIZSQ1VdEWbFpAQEBaWprQvbBGdvPOmLytPQ+E/Xix5ncGyJOAQ9dxJyenZj07HUPZEZZmHFlZjYIPfmG0tW92M6aYnd28M9Y8pmC0BbPADA5oGs04HoWH54wYkTt6NJHJSEQEYZjHF14MQ6RSkp+vfr1Fr8OCg7FiBQAA7BWdu1FVVaV2nJaz0ZzZ0ST10VYqVf8KQSTCwAoAAKAVZnCAoR6Gh+ecP+/u7q69Rh2d06E2lYM8uRSjEz0AAADsC91ro6SkpKGhgTtfo6CggBDi6+tr7BNqGW3pAMqdxyESCTuPAwAAwDphBgeYDzuVQzPjkMlIcDD/G3MAAABYlJ+fn5eX14MHDy5cuMAeLCsrKyoqcnJy6tKli3mawTwOAAAAAyDgAHNjYw61anZszCH0BmkAAADm4uLiMnjwYELIF198we7HsXLlyvr6+t69e/v4+JitJWQcAAAATUHAAZZBV6zI5Vo25kApWQAAsCNvvPFGixYt/ve//7366quLFy+OiorKzMx0cnKaO3eumVtCxgEAAKAXAg6wJLGYZGWpr1ghgpWSBQAAaA5nZy0XTl26dFm9enXXrl1v3br1ww8/lJSUdO7cefny5QMGDDB/D5BxAAAA6IZNRsHC6IqVuDidpWSx/ygAANiIZcuWaT3et2/f7du3V1ZWXrt2zdfXt127dhbsRFwcIdhzFAAAQAvM4ABeYGMOAACwd61bt+7Zs6dl0w1CCMOQuDjM4wAAANCEgAN4RDfmkMm0bMwhkZDERFycAQAANE1XxgEAAODYEHAA76RSLRtz0Kkc2JgDAADAEFozjuBgwfoDAABgBRBwgBDYFSticaPjWLECAABASEZGxrBhw4YNG6bvJJpxcNd+IuMAALCk2NjYYcOGpaamCt0R0AkBBwiHYYhcrmVfNJSSBQAAxxYaGpqWlnb48OEmzqMjKTIOAABeJCUlpaWlmb8KOJgPAg4QWmQkSskCAABwBQQEBAQEGHQqMg4AAL4Y8eEMAkHAAVaAXbGidWOO4GDEHAAAADppzTiw5ygAADgeBBxgNVBKFgAAwDSaGYdSSSQSwfoDAAAgBAQcYGVoKVm5XPvGHCglCwAAoBXNOLijp0KBjAMAABwKAg6wSmKx9o05UEoWAABAF/olATIOAABwVAg4wFo1uTGHQiFIvwAAAKwXMg4AAHBgCDjAOP0PfF6aOq/uRhFP7bExh+aKFYmEiERYsQIAANCI1owDkx8BAMABIOAA4/i2qK9QphdLo8vSV/DXKr1W01yxolRixQoAAIA6zYxDJsNwCQAAdg8BBxjnu6djfWLm190sKktfkT87rCIrnaeGUUoWAADAcMg4AADA8SDgAOO4dgz0iZkfvOa4W8eguptFpavnFUlfF2DFCkrJAgAA6IeMAwAAHAwCDjCFm29QYOIun5j5hJAHeUeFWbGiq5SsRIKNOQAAAAhBxgEAAI4FAQeYyM03iE7l4K5Y4TXm0FVKVqHAxhwAAACPIeMAAACHgYADmoWNOTx7D2Zjjqq8HJ6ax8YcAAAATaIZBxcyDgAAsEcIOMAM3HyDghJ3+81ZSTfmKJZGC1NKVtfGHFixAgAADo5hSH5+oyPIOAAAwO4g4ACz8RbFsBtzVCjT3XyDeG2eYYhcTmQy7Rtz4BoOAAAcHDIOAACwdwg4wJzYFSs9dl0ToHk6lUNzYw6sWAEAAJuSkZERGxsbGxtr5udFxgEA0AwJCQmxsbEZGRlCdwR0QsAB5sf33A01KCULAAA2LjQ0ND4+PikpyfxPrZlxKBTIOAAADDFhwoT4+PjQ0FChOwI6IeAAnvBdYwWlZAEAwGYFBASEhoYGBARY5Nnpok6WSoWMAwDAEKGhoRb8cAZzQMABPEEpWQAAAGshumitPgAAIABJREFUFiPjAAAA+4OAA3jCLSXLa8MoJQsAAKAJGQcAANgdBBzAE7aUrJD7j2JjDgAAAJbWjAMDIgAA2CwEHMArb1GMkM3r2ZhDIiGJidiYAwAAHItmxiGRIOMAAAAbhYADhGcVG3PQqRzYmAMAAKzAzZN3y69V8NSYWNxoTETGAQAANgsBBxBCyL///e+33npLkKaLpK+z+4/W3SjiqVV2xYpY3Og4u2JFoeCpJwAAABqcTrWUz9jJX8YhlSLjAAAAO4CAw9E1NDQcOnTom2++qajg6yqqMb85K31i5rt1DKq7WVQsjea7lKxcTrKytK9YQSlZAAAQQkun1vcbKsuvVSDjAAAAMAoCDoe2YsWK0aNHv/fee7W1tUL1wc03yCdmfmDiLp+Y+cKUko2MRClZAACwEtnZ2RmZu3OcfiivvW0VGQeyfgAAsB0IOBxajx49XnnlldjYWF9fXycnJwF7QmMObinZ/NlhVXk5PDWPUrIAAGAdsrOzDxw4cPTMz//3+xqryDhEImQcAABgKxBwOLSxY8fGx8fHx8cHBAQI3RdCOKVk2RUrpanzBNiYA6VkAQBAaOW1t53C77f190bGAQAAYCAEHGB1vEUxdMUKIaRCmS7Axhy6SsmKRJisCwAAvGkX0EaycSIyDgAAAAMh4HAUJSUlaRxnzpwRukf6sCtWBNuYQ2spWYKNOQAAgFdt/b2RcQAAABjIVegOgNEKCgpOnDgxYsQIb29vtR9VVlZevny5pKTE19e3e/fu7du3Z3+Un5+fkpLC3v373//et29fnnpsKhpzeEfGlK6e9yDvaFn6Cjqtgyd0xUpcHNmyRf0iTyYjCgWRStWrzAIAABgpOzs7Ozube5e9rXyyNPJO4N02tZ1pxkHzDj56JpUSQv4cAWnGoVl6DAAAwGog4LA969evP3DgQEhISL9+/bjH9+3b9+9///v+/fv0bosWLWbOnBkXF0fvDho06ODBg+zJ7u7uvHW4mdx8g/zmrKxQpvOabrDYmEPtmyu6t3xiIi71AACgObKzs5OSkrT+SKlUshlH2xbtxwX9lbnWDRkHAACALliiYkuqqqpouqH5o9OnTy9ZsuT+/fsjRoz45z//GRUVVVdXt3r16u+//56e4Orq6s1hQwEHeTKVQ8ge0I05NFes0Es9rFgBAAALK6+93W6YOzMwkO+1KnFxWKsCAAC2AjM4bENOTk5qamphYWFtba3WEzZv3tzQ0DBx4sSFCxfSI4GBgSkpKZs3bx41apQZe5KampqamsreDQgIOHz4sBmf3yj5s8M6zU326j2Ej8aaXLEiFj/+pgsAgC/Dhg0rKSnhHpk5c6ZQnQFLaxfQJmrmyIyPMlUniuUzdr6zfzofrTIMobNBMY8DrAx38TWAHvHx8UJ3AfiDgMM2NDQ0PHz40N/fnxBSXFz88OFD7k9ra2tPnjxJCImNjWUPxsTErF+/XqVSlZaW+vn5NdmEk5OTIT2ZO3eulXxG5M8Oo6VkvSNjfGLmu/kG8dEqG3NIJI2qxrIxh1yuXmUWAMBi1CLmlJSUmpoaoToDpgkPD09ISGDvqm3JQQgRi8UMwxBCIiIi2vp7R308MuOjTMnGifx1UVfGkZ/PXx8AGktJScnNzQ0NDRW6I2DtcnNzU1JSzPX7S25uLiGkpKSkQ4cOZnlCMDsEHLbhhRdeeOGFF+jtBQsW/Pjjj9yf/vHHH7W1tR06dOAGGe7u7t27dz979mxBQUGTAce6devM3mdLC0zcVaFML0tfUaFM95u7kte26YoVhYIkJqpvzCESPZ7Kge+1AADAAOHh4eHh4ezdpKQktYBDqVTK5fLIJ+k5ravCZw8J0ZFxBAcj4wABhYaGWsm3bmDNzDvT55tvvikpKSkpKRkzZowZnxbMCHtw2IPbt28TQjp27Kh2nB6hP7U/3FKywvQApWQBAMDyVCqVRCJRcqcNCoJmHNxZijTjAABwGElJSWlpaVFRUUJ3BHRCwGEP6uvrCSFubm5qx1u0aEEIqaurE6BPfBF4/1G6YiU/Xz3moCtWgoMRcwAAQPPRjEMl+NaeDKO+EhMZBwAAWBMEHPaABhy6jhu4uYadKUtfUXejiKfG2JhDbfcNNuYQ/Gs3AACwQQxntaNKpRKJRLoyjuQxm3iqq4KMAwAArBgCDntA525UVVWpHadbzWnO7LB7l6L9y9JXFEujy9JX8NcqW0pWbfcNlYpIJOq7dQAAAGgTHh4+YsSI0aNHy2QyuVwu48wQ1JVx0Kqx/NWO1ZpxSCR8NA0AAKAXAg57QPfaKCkpaWho4B4vKCgghPj6+grTLeEErznuHRlTd7OoLH1F/uywiqx0/tqWSrVszEGncmBjDgAAaEp4ePjLL788evRoqVQaGRkplUo1Mw61h0R9PJIZGEgzDp56qZlxKBTIOAAAQHAIOOyBn5+fl5fXgwcPLly4wB4sKysrKipycnLq0qWLgH0ThJtvkN/clYGJu9w6BtXdLCpdPa80dZ4AK1bE4kbHsWIFAACMFxcXp5ZxBDdeEkJrxzIDA9/ZP52/btGMgztpERkHgFlVVVVduXLlxo0bWu86CLwJYCwEHPbAxcVl8ODBhJAvvviC3Y9j5cqV9fX1vXv39vHxMWNbtJS0eestWYhX7yGBibvoFqQVynQBVqzI5SQrS8uKFZGISCRYsQIAZkQ/mXNzc4XuCJgfwzCGZBzC1I5VG+aQcQCYj1Kp7N69e0JCgta7DgJvAhgLAYedeOONN1q0aPG///3v1VdfXbx4cVRUVGZmppOT09y5cy3RXGBgoCWe1uy4pWTZFSu8xhyRkSglCwA8sJWPZTANzTgiOUtCaF0V4Xr0BDIOAACwJgg4bI+zs5a/tS5duqxevbpr1663bt364YcfSkpKOnfuvHz58gEDBpi39dDQ0Pj4eNsq/szGHJ69B7MxR1VeDk/No5QsAFheVFRUfHx8aGio0B0BS2EYRi6XczMOhUJhvRkHhjYAABACAg7bs2zZstzc3H79+qkd79u37/bt2w8dOpSWlpaZmbl3794XX3xRkB5aJzffoKDE3X5zVtKNOYql0cJszIFSsgAAYBKacXBrxyoUikTdUQKvtWPVMg6ZDBkHAADwDwGHvWndunXPnj3btWsndEeslLcohrsxh5tvEK/N00tAtV3ZCDbmAAAAgzAMk5WVxc04ZDKZ1oxDgNqxyDgAAEBoCDjA4XA35hCmB2IxNuYAAADTGJhxcGvHIuMAAAAHgYADHBSNOQRrvsmNORQKQfoFAADWz5CMg9aOjXxjEDIOAMeRlpYWFRW1aNGi69evv/XWW0OGDGnTpk2fPn2mT59+8OBBW28OwBAIOAAa4buULI05NFesSCREJMKKFQAA0IpmHNwjmvtxtPX37j+uNzIOAMeRl5e3Z8+eDRs2PP/88ykpKUePHq2oqDh79uzmzZtHjhz56aefNjQ02G5zAIZAwAHwp0vR/gKUkqXXgporVpRKrFgBAABdGIbJz89n76pUKuvKOLiQcQDwqLy8vKioSCQS7dix48SJExs3bmQYpr6+fvHixTt27LD15gD0Q8AB8CduKVleG0YpWQAAMB6tq8LepRmHsnFZLsEyDk74QggyDrBhSqUy8QmljZS9e+WVVzIzM2NiYp577rnp06cfO3asa9euhBCZTPbo0SNbbw5ADwQcAH9iS8n22HVNgOZRShYAAIwkFovVMg6JRIKMA8CMjhw5InviyJEjQnfHIEuXLnVzc2PvdurU6b333iOEXLx48eTJk7beHIAeCDjAOKmpqT179hw2bJjQHbEgb1GMkM2jlCwAGG/YsGE9e/ZMTU0VuiMgAK0Zh6rxYIGMA8BxBAcH9+nTR+3g2LFj6Y3Lly/remCPHj06afj5558t1ByAJSDgAOPMnTv34sWLhw8fFrojfON7Yw6UkgUAYxw+fPjixYtz584VuiMgDLFYLOMMGSqVSiQS6c84VCeK+eiZZsahUGAUA7Aof39/zYOdOnWiN/LV/pfkuKHN/fv3LdQcgCW4Ct0BANtAN+aoyEoPTNzl5hvER5N0xUpcHNmypVHSQVesKBRELCZSKR89AQAAqyeVSgkhbMxBMw61arI04yCEKL88lvFRZtTHI5mBgRbvGcMQuZxIJORJzx6XQscQBpahVCrNu5CEu+bLQntwRERERKqtUG6G27dvax68d+8evdG+fXtdD/zuu+8qKtSndw0YMMBCzQFYAgIOgKbV3SjyiZlflr6i7mZRsTTaWxTjEzOfp7bZmEMiabQHBxtzqFXjAwAAR2VsxsFHukGJxYQQZBzAD7plhoWeXKlUWiLjkMlkZgw4rl69WlZW5uPjwz34yy+/0BshISG6HvjCCy/w2RyAJWCJCkDT3HyDfGLmB6857hMzn07lEKCUrFxOZDLtG3Ngri8AgH3JyMiIjY2NjY019oFSqVRzrYraOTTjSDz9TjM7aRyxmHA2CnmccWD8ArCAmpqaVatWqR1MSUkhhHh4ePTv39+mmxNWQkJCbGxsRkaG0B0BnRBwABiKjTnYUrL5s8Oq8nJ4ap5O5dDcmAOlZAEA7E5oaGh8fHxSUpIJj42Li1PLOIKDg9XOaevv3ZzumUhrxoECYQAWsGTJks8++4yuEykvL3/77bfp7+SzZ8/u2LGjrTcnoAkTJsTHx4eGhgrdEdAJS1QAjENLyVZkpf+5YiUyxidmPt8bc+hasSKXq1eZBQAAWxMQEGDyBTTDMHFxcdyJ9LSuCrfSimA016pIJBi5wLwiIiKauUTF8HUokZGRZllaEhER0fwn4XJ2dv7ggw8+/PDDwMDAoqKihoYGQkjfvn3ff/998zZkeHPPPvvs7du3i4t52d7YYugn8/Hjx2tqaoTuC2iHgAPAFN6iGM/egyuU6WXpKyqU6Q/yjvK9MUdW1uPJvdxN8umKFbr5KDbmAABwVAzDyOVyiUTC/pKmUCgIIfozDtWJYj525RCLSUHBn7MRkXGAuTU/dFDb8pObd6g9uXk3BzWX0NDQxYsXL1iw4NKlS4WFhYSQ9u3bT5w4MTk52dPTU6jm7t69e+vWLbO3DqAGAQeAieiKFe/IGBpz0BorvMYcYjGJjFSvsULI4xm/qLECAODAaMbBLRarUCgYhpHqGBqk/ZLb+nvzVFeF9gEZB1grzYiEG3Do+p/IqowdO3bs2LFXr14tKip66qmnNNep2XRzAHpgDw6AZtHcmIPX5umKlfx8bMwBAABqGIZRK6Eik8kStY0L5dcqIt8YVH6tIuOjTNUJXiaQS6XqFdDVll4CQLN17do1IiKCt7jBwOYKCwt37ty5ffv2ixcv8tMxcCgIOADMwM03yG/OSp+Y+W4dedmJQw0bc6h998XGHLhkBABwSAZmHLSuCptx8NQ5rRkHd90lANidhQsXMgwTExMzefLkXr16xcfHC90jsDcIOMA4JU8I3RGr83gqx9rjgvWAbswhl2spJSuRqO/WAQD2BZ/MoIuxGcc7+6fz1znNjEMkwmgFYK9qamqWL18+bdo0hUIxZ84cLy+v1NTUI0eOCN0vsCvYgwOMk5ubGxsbGxAQkJaWJnRfbEP+7LBOc5O9eg/hqT2tG3OwNVawMQeAnUpISKAZx8yZM4XuC1gdmnFw543TGhNqWwm09fcWvTGY575p2Y9DJCJZWdgqG6wHtyyL2cudNMnV1VXPXTV9+/YdMWJEr169LNwp05tLSEhYunQpISQuLq6hoWHNmjU5OTlNvqtGvQng4PCPA4wTFRWFuWRGEbKUbGIiUSj+PM7GHFLp40J9AGAvaOickpKCwnWgFcMw+fn53IyD1lWxiu0SkXGAdTNXLVhjDRs2rKioqF27dlrvajV58uTJkyfz0jsTm5s7dy57++WXX16zZo3+0iomvAng4LBEBcCC6m4U0aIqFcr0Ymk0r20zDJHLtVwg0hUrmuuclUqSmPj4D/bsAACwO3QeB3tXpVIpFAplUx/4gu05irUq4PA8PDwCAwNbtmyp9a4tcnV1DQgI4N4lhDQ0NOh5iP29CWBpCDgALIitsSLY9hyRkSQrS73GCiFEoSAi0eMaK3R7jiNHiEz2+M+RI0SlajT7AwAAbF9kZKRcLmfvqlQqiUSiJ+OQ9ksWsq4KMg4A++Li4sK9qz/aADANAg4Ai6Mxh2DN6y8l6+REZDL1i0h2lgeqzAIA2BexWKyZcah05Ah8146Ni0PGAQAAzYGAA0AwZekr6m4U8dSYrlKylNp8DYXi8SoVumcHAADYEbFYLOPkCCqVSiQSac04RG8M5jXjYBhkHAAA0BwIOACEcSnavyx9RbE0uix9BX+t6iolq+d8bEcKAGB3pFIpMg4AALA/CDgAhBG85rh3ZEzdzaKy9BX5s8Oq8nL4a1ssJllZBiUXYjH2HAUAsEumZRynvz1n8Z7pyjgAwJapbcDR5HEA0yDgABCGm2+Q39yVfnNWunUMoqVkS1Pn8bpixZBJHOyeowAAYHe0Zhxaz2Qzjqwvj2Z9edTiPaMZBzeIV6kIp8YtANicq1evVldXc4+8+uqrDQ0N//rXv4TqEtglBBwAQvIWxQQm7uKWkuV1xQoAAFilbgXZ/ETecXFxahlHsI4cgc04Tn97jqeMQypttG8UMg4AAGgKAg4AgXFLybIrVhBzAAA4rMhHqhDVT8XSaB4yDoZh4uLiIjk5giHzOPjLOORyZBwAAGA4BBwAVoGNOTx7D+ZpY46ICCKTGbQTh0KBerEAALw55/nUb/dd6OpFfjIOuVzOzTiUSqVEItF6MjIOAACwZgg4AKyIm29QUOJudmOO66nvWLCUbGQkiYszaF96lYrIZCQ4GLuNAgDw4Eatc+HzU2jeLVTGoVAorDrj0NE3AABwcAg4wDglJSUZGRkZGRlCd8SesRtz0KkcxdJoS7WkVBqRWdBN7CUS1OoDsEL0kzk3N1fojoB5uHYM9Juzkv+Mg+HsP61QKBJ1TN8TPuNQKJBxAACAJgQcYJzc3Nzjx48XFxcL3RE7x65Y8Y6MCV573FLNiMWP6/AxTKOCfGLx4xormgtYFAoiEmHFCoC1KS4uPn7cYp8VIAQ33yBupS1+Mo6srCxuxiGTyZrMOERvDLZ0x2jniFzeqP4XMg4AANCAgAOMExUVlZSUFB8fL3RHHAItJWvZNqRSIpOR/PxGBxmGZGURuZzI5SQ/v1H2QTgrVhBzAFiN+Pj4pKSk0NBQoTsC5uTmGxSYuMuaM47E0+9Yukt/omMTMg4AANANAQeA7TFzjRWplJAne47SPxERhGEeT9+ghfry8xvNDSacmAMrVgAALEYt4+ChRZpxcI/oyTj4howDAAD0QsABYGMuRftbpJRsZCSRSh//UcsyyJO5wTJZo8tK8mRjDiu58AUAsEfcjCN/dhgPLTIMk994Zp+e/Tj4pjXjsJK+AQCA0BBwANgYbilZXhumUzmysrBiBQDA0kqeoHcFzzhUKpVCoVA2tS918phNPO05qpZxyGQYgwCAB9xPZrBOCDgAbAy3lKwAzTe5YgWlZAEAmi03Nzc2NjYhIYE9IkjGIZfL2bsqlUoikejJOLK+PMprXRVkHABCi4+PN3Dvp8zMzAULFgwaNGj48OEfffRRRUWFpftmIQkJCbGxsampqUJ3BHRCwAFgk7xFlqyu0iR2F1KtK1ZQShYAoHmioqIOHz6clpbGPch/xiEWiw3POASoHYuMA0A4J0+eXL9+/YULF5o8MykpadSoUStWrDh37tzhw4c/+eSTF154obq6modOml1aWtrhw4fnzp0rdEdAJwQcAHalIiudv8bEYi0rVghKyQIAWAqbcfCWcYvFYhnnc55mHCodKbYAtWORcQDwKz8/f+vWrW+++ebQoUNra2ubPH/v3r3vvfdeQEDA0aNH7969e+7cuWeeeebs2bMKhcLynQVHhIADwH5civYvXT2vSPo6D6UEH2NXrGBjDgAAXrj58pduUFKpVC3jEIlEejIOgWvHIuMAsKS9e/dOmzZt7dq19+/fN+T89evXE0K2bds2aNAgJyenv/zlL0uWLAkJCbly5YqFewoOCgEHgJ2ou1HkEzOfEPIg72ixNJrXLUhRShYAwK4ZlXHwjWYcXMg4ACxm4sSJyidatmyp/+Q7d+4cOHAgJCRk6NCh7MHx48dfuXJl+fLlFu4pOCgEHAB2ws03yCdmfvCa4z4x82mNFfOXktUPpWQBAOyX1oxDuO40xjCkcV1bZBwAFhIQEBDxRKtWrfSffOXKlbq6uqFDh+7evXvkyJE+Pj4hISFTp04tKuJrrjE4HgQcAHaFjTnYUrL5s8Oq8nJ4ah6lZAEAeHcp2r80dR4PDcXFxallHMHBwU0+ir/ascg4AKzM9evXCSE//vhjTEzMqVOnevXqdffu3W3btvXt29dapoCB3UHAAWCHuKVk624WFUujS1PnCbAxh1jc6DhKyQIAmBv9bK9QpvOQcTAMY2zGwXftWLWMQ6FAxgEgoNu3bxNCfv/995iYmMLCwp9//rmwsHDs2LF37tzhlsEGMCMEHAB2y1sUE5i4i27MUaFMF2BjDrkcpWQBACzKzTcoeM1xQkiFMp2HD3macURydlyidVV0nc/WVVF+eUyAjEOlQsYB9uHGjRt79uxZvHjxqFGjwsLCpkyZIpVKzbhPp1KpXLNmzQ8//GCuJ6ToGhYPD481a9Z4eHgQQry8vFavXk0IOXTokHnbAqAQcADYM60bc6CULACAPWEzDppoWxrDMHK5nJtxKBSKJjMOQgh/GYdc/uddZBxg+7Zv3x4SEhIVFfXpp59mZmbm5uZ+/fXXH3/8ca9evf72t7/dvXu3+U1s27Ztzpw5ycnJzX8qLh8fH0IIwzDt2rVjDwYFBbVr1+7WrVuVlZXmbQ6AIOAAY5U8IXRHwAhszEFXrNBSsvw1j1KyAJaHT2YH5+Yb1GPXNd6aoxkHw5mgp1AoEnV/mPOdcYjFyDjAPjx69OjNN9+cPHnyvXv3PDw8wsPDFyxY8K9//WvmzJne3t6PHj1KS0t77bXXampqhO6pdv3792/RokVpaemjR4/Yg5WVlXfv3m3VqlXr1q0F7BvYKwQcYJzc3NzY2FismrNFbr5B7IqVoMTdfDePUrIAlpSQkBAbG5uamip0R8BRMAyTlZXFzThkMpm1ZxwKhcXbBTCrTZs2rV27lhDSvXv333777aeffvrXv/61YMGC9evXFxQUjB07lhCiVCo/+OADoXv6p7y8vG3btn3//feEEG9vb5FIVF5ezp0bsmTJkvr6+uHDhwvXR7BnCDjAOFFRUYcPH05LSxO6I2AKOpWDz2/51DEMycrSuTFHYiJiDgDTpKWlHT58eO7cuUJ3BByI7WUciYnY5RpsSFVVFd3Tt2fPnseOHevWrRv3p23btt25c+czzzxDCPnqq6/q6+sF6aSmr7/+eurUqe+++y69+/nnn7dp02bhwoXjxo2TSqWjR49etmyZp6enns8KgOZAwAEAhBDCXylZomNjDjqVAxtzAACYCT97jtpYxiGRIOMAW7F69eo//viDELJ48eL27dtrnuDu7j5nzhxCyPXr17Ozs83SaGFh4axZs4KDgz09Pbt06TJp0qSrV6/qOtnFxcXFxUX/E/bt2/fbb78dOnToDz/88PHHHx88eDA0NPTYsWN9+/Y1S4cB1CDgAAByKdofpWQBAOzJpWj/svQVvGUc3CNWtx8HN09HxgG248cffySEBAYG/vWvf9V1zhtvvFFbW1tTUxMeHt78FlUqVd++fTds2KBSqaqrqwsLC9PT0/v163f58mWt55eUlNy5c0ft4JIlSxoaGs6dO8ceGTp06JEjR+7cufPrr79WVlYeP3782WefbX5vAbRCwAEAhFtKlteG6V73WVkoJQsAYF5+c1YSQnjLOPI5xVlVKpVCoVDo3vCC74xDKkXGAbbo4sWLhJCBAwe6urrqOc3Nza1FixbOzmb4te7ChQvl5eWzZs06ePDgwYMHp0+fTgiprKxMSkpq/pN7enr26dOHFosFsBwEHABAuKVkBWg+MhKlZAEAzMtbFMNzxiHnLAZRqVSJiYlK3SECMg4A/erq6mhuGBwczGe7S5YsWbdu3fDhw4cPH75x48bBgwcTQo4fP85nHwCaQ18cCACOg+4/SqdyCICuWImLI1u2qF+DymREoSBiMZFKhekbAIBt8hbF1N0sYgMOS3/Ci8ViQohEIqF3VSqVRCKRy+WRasWznhC9MZgQovzymPLLY/S2ZdFBhB1iaMahOYUQbF9VXs6DPCNSM83/NbiZoP6fWuL5qfLy8ocPHxJCWrZsaVRzzeHt7T1/fqP+TJo06ejRo9euCbc/PYCREHAAgD5l6Sv4Sz3YmEPtizU25pDL1avMAgCAbvQDnM+Mo6CgQPYkRKAZh9oupFw01+Aj3aA0Mw6RCBmH/XmQd9SoDMI6A44OHTp4eXlVVVUVFhYa1Vxz9OrVS20JSbt27QghNGoBsAkIOABAn7L0FRVZ6d6iGF5jjqwsolCoV42l37aJxSQuDhejAAAG4jnjkEqlhBBuxiESiZrMOPiDjMMBePYe3Mx/5/of3vz/iQx5Bicnp5CQkN9++02ldz+y0tLSadOmEUJmzJihZy9SA2nWamloaGjmcwLwDAEHAOhUd6PIs/dg+k1IRVZ6p7nJXr2H8NS2WEwiI7FiBQCg+diMoyIrnVhfxsE3ZBz2zqv3kGZerlhDwEEI6dat22+//ZaTk1NQUNClSxet5+Tk5Bw6dIgQkpCQ0MxeAdgHbDIKADq5+QYFJe72m7PSrWNQ3c0ilJIFALBRdJeluptFFVnpPOw5KpVKZZx4mmYc+r+IZgmz56hIhLpdYG1iYmIIIQ8fPkxOTtZ1zo4dOwghLVq0eOGFF/jrGYAVQ8ABAE3wFsUEJu7ilpLl4eL4TyglCwBgDtaQcTT9qH7JgtV4zmFdAAAgAElEQVRVQcYBVmbSpEnPPvssIeTLL7/cvn275gn79u1LT08nhIwePdrT05Pv/gFYJQQcANA0WmOFLSVblr4if3YYrzEHSskCADQbzxlHXFycWsbRZMHLqI9HEt5qx8bFIeMAa+bk5PTZZ585OTnV1NRMnjz5vffe+/XXXx89ekQIuXPnTmJi4oQJEwgh7du3X7NmjdCdBbAWCDgAwFBszOHZezAbcwiwYkUt5mBXrCDmAABoCjfjsHRbDMPExcVxy8TSuip6HtJv3NNsxmHp7hGGQcYBVu6VV17Zs2dP27ZtCSFJSUl9+/Zt27ZtYGBg+/btZTLZw4cPW7durVAo/P39tT48Pj4+NDSU3y4DCAwBBwAYx803yG/OSp+Y+ezGHHyvWKExh1q9WGzMAQBgGJpxBK89zkNbDMPI5XJuxqFQKAzJOBJPv2PxzhFkHGADxo0bd/LkyVdffZWWOLl3715JSQkhxMXFZfLkyRcuXBg7dqzWB548eXL9+vUXLlwwpBU3Nzcz9hlAQAg4AMBodCoH3ZiDncrBaw9oKVm5XMvGHBKJen1ZAABojL/K308yDm4JFYVCkah3zl2/cU9bvFssXRkHgNUIDg7et29fWVlZfn7+N998s3v37rNnz96/f3/btm2aczfy8/O3bt365ptvDh06tLa21sAmVq9e3dDQ8N///lfteFxcXENDQ0VFhRleBgAvEHAAgInUVqwI0AOxWMvGHHQqBzbmAACwGgzDqJWJlclk+jMOXtGMgzsxUKUiTW0XAsA/hmGioqImTJjQu3dvd3d3refs3bt32rRpa9euvX//Ps/dA7AGCDgAoFloKdkeu64J03yTG3MoFIL0CwAAuGwg45DLkXGAHZg4caLyiZYtWwrdHQC+IeAAAIsQZmMOrStWUEoWAKAp+bPDqvJyLNpEczIOab9ki9dVQcYBdiEgICDiiVatWgndHQC+IeAA45SUlOTm5ubm5grdEbB2ApSSpRtzoJQsOCT6yUx3ngMwVln6irqbRddT37F0YSyacXCPGJJxnP72HOGndiwyDgAAG4eAA4yTm5ubkpLyzTffCN0RsGp1N4q4pWT5axilZMFRffPNNykpKUifwTTekTF00+hiabSl22IYJj8/n3vEkD1H2dqxwmQcesu+AACA9UDAAYbKznb94YchHh5J3bqljRqVJHR3wKrRjTloKVl+KhE2glKy4HiSkpLS0tKioqKE7giYB/06ISUlhZ/m3HyDaMbBW+1Y7jwOlUqlUCiUej+ZBcg4uGseFQpkHABACKGfzPg6wZoh4ICmJSW5FxY6Z2e7HDgw5L//DZXJyJEjRKXC7o3QBFpKVrDm9ZSSpStWsDEHAFi3wMBA3tqihbF4ay4yMlIul7N3VSqVRCKxrowjKwsZBwCo4fNjGUyDgAOa8OabnklJHq++2rKw8M9/LezWjZjvD/q5+QZpHrT0PnaNaC0lSwhKyQKANQsNDY2Pj7fvKTlisVgz41DpjZ6RcQCAsKKiouLj40NDQ4XuCOiEgAP0SUpy37atBSGksNCZ3qAUisdz/GUyzOMA4+TPDiuWRpemzrP0VnZ/QilZAACrJBaLZZxPZpVKJRKJkHEAAIDJEHCAPlOm1D31VL2eExiGiMV89QbsgrcohhBSoUwvlkZbUSlZkQgrVgAA1OTPDrN0GC2VSm0v48DsPwAAa4WAA3TKznbdts0tPPyhnnPEYpKYiB0bwQg+MfOD1xyn2/VbUSlZpRIrVgAAuIqkr9O6Ksg41DMOmQzjBdgEFxcXFxcXoXsBwCsEHKBTdrZLUpIHd2WKJpmM0D1HAQxHt7ILXnOcW0qWv405UEoWAMAAfnNW0k9poTIO/Q9BxgHQpJKSkjt37gjdCwBeIeAAAGHQUrJ+c1a6dQyiF9Bl6SsE2JgDpWQBALRx8w3ifkRb+vM5Li5OLeMIDg7W/5B+455+Z/90gowDAACeQMABAELyFsUEJu6itQnL0lcIsDGHnlKyEgk25gAAR+bmGxSYuIufjINhmLi4uEhO6GzIPI62/t404xC9MdhyfXsMGQcAgNVDwAE6hYc/SkionjKlVv9pDEMiIvjpEdgndsWKd2QMu2KlIiudvx7oKiWrUGBjDgBwcGoZh0XbYhhGLpdzMw6lUilpqmpJW3/vxNPvWLRjf6IZBxcyDgAAa4KAA3QKD384ZUpdYWET/0hoDQp8zw3N5OYb5Dd3JXsZXbp6XpH0df6aRylZAAAduBlH/uwwi7almXEoFIomMw5eMQzJz290BBkHAIDVQMAB+mRnu2ZnuzZ5Gp3Oj8Edms+r9xB2xUpQ4m6+m0cpWQAAbfjPOBjO57BCoUi0qosMZBwAANYKAQfoM2VKbUJCNSHkqafq6Q1KLNbyCyAGdzALdsWKYD1AKVkAAA08ZxxZWVncjEMmkxmVcfCx5ygyDgAA64OAA5qQkFCTkFD966+V3IPsL4BqBSjoXH58yQ3N5+YbpHkQpWQBAARkKxmHtF+y8stjGR9lWqpzlGbGoVBgdAAAEBYCDmhaQkINISQ8/NGIETmjR+fKZCQi4vEvgHK5ll8A8SU3WEixNLo0dR5KyQIACIX/jIN7xMCMg9ZVOf3tOT4yDm4PVSpkHAAAwkLAAYYKD3/48ss5o0cfl0r//HVP65YF9Lc/7FcA5kXLx1Yo01FKFgBAQNyMozR1nkXbYhgmv/EsCUP242Brx0Z9PNKCnaMiI4lc/uddZBxgPlVVVVeuXLlx44bWu44J7wk0CQEHmIHWLQvofgUoPQHmQjfm8ImZX3eziO5CyiuUkgUAeILNOPzmrrR0W2oZh0qlUigUyqYm0PFaO1YsRsYBlqBUKrt3756QkKD1rmPCewJNQsAB5kGncmguV5FIMMSD2dD9R3vsuiZM89iYAwDgCTffoOC1PO0GTeuqsHdVKpVEImky4+CV1ozDqnoIAOAYEHCAOWndrwA7j4JdaXJjDvxbBwAwN7FYbHsZh0SCjAMAgGcIOMDMGAY7jwLfLkX7588O43tjDvoPXevGHPi3DgBgbmKxWMa5vKAZh8qYTNnie46KxY0ugJBxAADwDgEHmJ+enUclEsF6BXbMs/fguptFZekr8meH8V1KVnNjDqxYAQCHdCna39J7jkqlUrWMQyQSGZhxSPsl81FXRW29LjIOAAB+IeAAS9G686hCgdqaYH5Bibv95qykW/qjlCwAAP/op26FMt3Sk+lMzjj4qx2LjAMAQDgIOMCCsPMo8MZbFBOYuItWV0EpWQAAnrn5BgWvOU4IKUtfIUjG0eSj2NqxgmUcGAjA8tLS0qKiohYtWnT9+vW33npryJAhbdq06dOnz/Tp0w8ePOgIHQBAwAEWp2u5CnZjBPOiNVbYUrJ0xQqvMQdKyQKAA2MzDh4qecfFxallHMHBwU0+SuCMQyQiKhVRKkli4uM/mNYB5paXl7dnz54NGzY8//zzKSkpR48eraioOHv27ObNm0eOHPnpp582NDTYdwcAEHCAcXJzc1NSUlJSUox6lNblKtiNESyBjTnoihUacwiwYgUbcwC/6Cdzbm6u0B0Bh+bmG8RPJW+GYeLi4sRiMXvEZjKOLVuITPb4z5Ejlu0AmIutxVLl5eVFRUUikWjHjh0nTpzYuHEjwzD19fWLFy/esWOHI3QAHBkCDjBaYGBgWFiYsY/Ss/MofuMDs3PzDWJXrNCNOfhesYJSssCvwMDAwMDAgIAAoTsCwBOGYaRSaSTnY5bWVWnygTTjaOvvLUzGoVBYtkWwhCNHbC6WeuWVVzIzM2NiYp577rnp06cfO3asa9euhBCZTPbo0SNH6AA4LAQcYJzQ0NCoqKjQ0FDTHq51Kgd+4wNLEH7FCkrJAo+ioqKioqIQcIBDYRhGLpdzMw6FQmFgxiHZOFGYjAOAF0uXLnVzc2PvdurU6b333iOEXLx48eTJk47QAXBYCDiAb7p2HsVvfGAJbMxBS8nysDK8EZSSBQDHdina36LJMs04GE6OrFAoEg34aEXGAXYsODi4T58+agfHjh1Lb1y+fNnwp+rRo0cnDT///DNvHQAwFgIOEAZ2HgU+ufkGBSXu5mdluBYoJQsADqkiK51Yvq4KwzBZWVncjEMmk1lRxkG3byBEfTYfabyzg41s7gA2wd/fX/Ngp06d6I38/HzDn+qGNvfv3+etAwDGchW6A+C46HIVutkWi07lEIuJVCpYxwAsgv6LVyhIYmKjGI/7j17z8hcAwGZ5i2IIIaWr59GAw3Jz6GjGIRKJVE8+XWmNFWlTFxM045DP2Hn623OEkKiPR5q/c3T7Bq2UykahhkymnoODaZRKM++Uwf1rslAOFRFhxr/927dvax68d+8evdG+fXvDn+q7776rqKhQOzhgwADeOgBgLAQcICT6xXZERKPy8PRbbUKQcYDFXYr2d+sY5C2K4W/pilhMIiPVgz1CiEJBlEpkewBgZ7xFMXQXJJvIOCwScAD/9IRKzacWS5mLWeOtq1evlpWV+fj4cA/+8ssv9EZISIjhT/XCCy8I2wEAY2GJCggvMpJkZRFOrTdCsPMo8IJuzEH3H+WvVZSSBQBH4hMzn+Ya/KxV4R4xaj+OxNPvWKxrALyqqalZtWqV2sGUlBRCiIeHR//+/e2+A+DIEHCAcY56P3Ojut7sT8uWm+DCzqNgaX5zVvrEzHfrGFR3s4jvtlFKFgAcBptxVGSlWzrj4C7vV6lUCoVCYUBl1rb+3pbqU0TEnxVG9XxLLxaTiAhL9QEcz5IlSz777DO6KqS8vPztt9/OyMgghMyePbtjx46O0AFwWFiiAsa591S/909VDvdrMTnY0+xPLpWSuDgiEqkvV1EqiVyO3QnA/GiNFe/IGDffIGF6QDfmSEwkCoXOjTkAAGwfO4mD7jxq0bUqcrmcLRarUqkSExMZhokUanuLyEj1UEPrAgelEh/4ZkNDJTPiLkvR/As1C3PHW87Ozh988MGHH34YGBhYVFTU0NBACOnbt+/777/PniOTyb744ouEhIRFixaZt3VDOvDss8/evn27uLjY7E2Dg0PAAUZw8+nsceq/N/qP/lpVTQixRMahdedRpRK/64EFCZZusGi2p7njrkxGFAr80wcA+8BbxiEWiwkh3IxDIpHI5XLBMg5dGKbRVzoiEcnKwvc5ZmCJDIIbcFj9oBwaGrp48eIFCxZcunSpsLCQENK+ffuJEycmJyd7ev559f7gwYM7d+6we3/y3IG7d+/eunXL7E0DYIkKGKGu7I8X3comMx6EkK9V1TOO3rXQchWplMjljQ7S3/WwXAV4cynavzR1Xt0NvpausCtW1HajQSlZALAjdK1K3c0iS69VEYvFMk5kTDMOlTFL/6T9kpPHbDJ7xxqJjNRSSQ7rE8Ecxo4de/Hixd9//12pVNItP7/88ktuumH3HQCHhYADjDY52HPj4Da+Hs43quvfP1X5df4DS7QiFmvZnQBbEwA/6GV3hTK9WBpt0UtwdXQ3Gs0VWfSql1ttCADANvGWcUilUrWMg1tjRb/yaxVt/b3Lr1VYNuNgGBIXh4wDLKdr164RERHBwcHW3IHCwsKdO3du37794sWLvHUM7BgCDjCFr4fzZ/1bT2Y8blTXf62qtlDGgZ1HQSg+MfOD1xynl+C0xgqvMYdYTLKytKwfVijwrx8A7AA346jKy7FcQyZnHLSuikUyDu6eoxERyDjAwS1cuJBhmJiYmMmTJ/fq1Ss+Pl7oHoHNQ8ABJvL1cJ4c7MnPcpX8/EbfZ9M5+xj9waLo/qPBa45zS8la9EK8EZSSBQC7xmYc11MtW5y1+RnHO/unm7NDdAcH+ofOU0XGYf3UYikwk5qamuXLl0+bNk2hUMyZM8fLyys1NfXIkSNC9wtsGwIOaBZ+lqvQnUfVftGjO49iXwKwKDffoKDE3Wwp2eup75SlrxBgYw5dpWTxPwAA2CyacQSvPW7phrRmHIY80Pzphi7IOKycZizFI1dXVz131fTt23fEiBFhYWEW7pTZOpCQkPB///d/cXFxqampdHvgnJymv0wy6j0BR4N/DdBcdLnKoT9qvlZVW7S6Ct2yWm30l0hQYgIs7v/Zu/f4qOozf+BPSEISQiYTkRhykTMFvEU0rGwCwpoZKIpWMCCMjS3NTIUWinRh0Za2rjOxlh+rRahBpIjORFuhEcHgekHBmVBKIFIISli04JyQizGITAbI/fL74wvDyWQSksy5zOXzfvnal5mEc750nZwzn/N9noeNknXZi84VrWX9/1U6vXT9/z2xhM9qpfx8z1Gy7A2Ql4eu+wAQiGT7RZqXl0dE7piD53mNRuNwOOQ5e7+wjIMENzqYqxLypk2bVlVVlZCQ4PVLr3Jzc3Nzc2VZnTgLePzxx93/fu+9927cuLHv0SqD+N8EQg12cIAI5ClXIeq1XAWdR0Fq7ooVlVavQMUK9dKYw12vhYoVAIDecRyXl5cnHBPL5qootyJvsI8DuouOjk5NTY2NjfX6ZRCIiIhISUkRfklEXV1dffyRoP/fBHyHgANEIyxXSYyW6j8tr+Uq6DwK8ohMTEt6fH1q/nZWsVJtmle3Ybl8p8coWYCQUVZWVlBQUFBQoPRC5CZdcMxxnMViEWYcVqt1oBmH5LNjWcYhLIJAxgHBKzw8XPhl39GGn2C/mcvKypReCPQKAQeIiZWr7NJJu0+sj86jyDhABsPS707N3852VrvsRXKfno0X6rlpGaNkAYJOamqq0kuQ1Zfzkr/ZsEK6Pkcs4+AEvzytVmt+v28d5Jsda7Eg4wDwT6H2azkQIeAAkUm3d8OD160ceIwN8nBXrNy0vVaZFWi1Ax4la7dTfv7lf/AmAfBvmZmZy5YtmzNnjtILkU9bfRWbq1JtmidpxmGz2YQZh9ls7mfGIeHsWA/IOAD81Zw5c5YtW5aZman0QqBXCDhADtJNVzGZvJSrGI3YygFyiExMU/L0/R8ly7qTlpRcnXJXUkI8T1ar3GsGAOhFZGKaSqt3ZxzSnQgZBwBAEEPAAZKbbTu/lW+WKOMgdB4FP/PlvGT/GiVrNF5uRNpzAguyQADwJyzjiEmfLPXs2MDOOABE4tECw0/OruyqIAgg4ADJyTBdBZ1HwU+cK1rL/m+1aR77d5mw94DF4qUxB9um4bFfw2q9XKViNmMfBwD4j8jEtLT8t2U4Ecs4hK8ETMah0Uh4Rgglq1ev7urqeuaZZxQ5+1dffdXc3Cx85cEHH+zq6nr++ecVWQ8EDQQc0F/79+//6KOPPvjgg/z8fPtACvhlm65iMnk2XkTnUZCZcJQs60IqK6+jZPvGcZ4zWQAAQgPHcQ6HQ/hK/3uOIuMAAPBPCDigv/bv3//xxx9/8MEHZrO5pKRkQH9Wnukq1EvjRZSrgJzco2SVOX1vo2R7YzCg5ygA+Dmpe466v+R53mq19vMpjkfG4ax1SbRIZBwAAP2HgANkIud0Fa+dR1GuAnIaln63kqdnd8P92crh7jkKAOCXvpyXLOlcFa1Wa7FY3F/yPG80GgeRcVgWvoWMAwBAcQg4QEnoPAohxbEkS9bGHAAAAa6tviomfbLUs2MNBkPPjIPv3+0CMg4AAL+CgAMUI/V0FXQeBb9SZXq47WzVuaK1jiVZjRUHlF4OAEAAiExMS1q6PnJkmgwZh1lwx8DzvE6nQ8YBABBwIpReAPiv/fv379+/X/il+989tm5mZ2drPUZU9kMuF72Vb97KN++ta109IU6KGhZWrpKdTUbj1Y0bbCsHEZlMop8QoFdp+W+7bEXnitay23SVVj9CvzIyMU3CU2Znk9nsOT8FACCgRCampeZvrzbNY788pZsgazKZiMgdc7CMw2OabG9YxsHSDXWySqIVEl3JOIzGq72TWMbRvVsqAEDIQsABvdq/f/+aNWu8fstutwszDrPZPJiAQxMzfVTUb49eqG/u/O3RC9OThuZqYga72L6wzqPCmwG6MhzTY+oKgKRUOn1M+mSXvehc0VqXvaipolSl00s4bEWrJY4jo/HaP8lu6PPy8H4AAD8kzDgcS7L8OeOQNt1gkHEAAPQOJSqgJDZdJZeLrm/ulLpcpWfLRZSrgPwiE9PYKNkR+pXuihWXrUiq89nt/Z2QYjbj/QAAfotlHKxWxbEkS7oTmUymnrUq/fyzcqQbDGpVAAB6gYADFJYYPSRXE5PLRRPRVr55YWlDfXOnFCdyT8/s2XlUp0PnUZCVO+ZgN+t1Ly2vMj0sSW25wXA52OO4bgmfweBls4a7Ey9KWgDA/8iWceTl5XlkHBo/zA6QcQAAeIOAA3o1derUVQJTp071+mMcx2VnZ/t4rlxNzJbJ8YnRQ1i5isydR+120unwmQ7kxm7WWYlKU0VptWmeJDNW2Nhkj63L7J1gsXhmfkTE82Q0IvYDAD8kT8bBcVxeXp6w9pbNVRnEodY98Cp6jgIAyCl81apVSq8B/NSNN944VeDMmTPCPqNuTqezsrLSYDD4eLrYiLBJI4fGRoQd+rbtuLOdiMYnRPp4TK/UatJqKSys2859p5OKiyksjAbeSwRg8MJj44el363S6sNj4y9++mFTRanLVtTZ6BqWfreYp3H/Z63RkFZLWi1lZ1NGBmVkkFpNOTmUkOBZycLzVFxMDQ14SwSWsrKyjo6Ou+66S+mFgE+OHDkSERGRlSXhJoXAFR4bPzxz5qWy3W1nq1y2ooQHF0lxFrVardVqjx075h6kUl5eXllZmZOT0/+DsHTjpO30rbqx0XFRUqzz8j3NsWNXI2mnkwoLaflySU7nT8rKyogIbxNlLVu2zGw2L1p07bfh7t27N23a9PTTT2/duvX06dN33XVXVJQ0b4oepPhPBVdbf4YdHDAYHt227Ha7RqPp5zS1PshWrkJ0uVzF47Mb256P59YgM3fFSkz65LazVVK1HdVqyWS6/I/wP313+VbPLjXsLYHGHADgT4T7OOo2SPVJnuM4i8Ui3MdhtVoHtI8Ds2MhuB05cmTz5s0nT5685k+uWbNm5syZa9euPXHixCeffPL73/9+ypQpzc3NMiwSQhACDhiM73//+zabTfgK68KVL8YHITnLVdB5FPxHZGJaWv7bSUvXK3N6d8zhEfu5Y45+NisFhezcuXPnzp3sORVA0HNnHC57kdQZh/ChjtVq7f+tjnuuikyzY5FxgCwcDsdf//rXX/ziF/fcc09ra+s1f764uPg3v/lNSkpKaWlpQ0PDiRMnbr/99uPHj1tRHA7SQMABg1FTU6PVah0Oh/Cqz/O82WwWJePwmK7i+wF700fn0UEV2wL4SqXTK3l6d2+Ono05dDoyGrHByW9VV1cfOiTV7EwAPyTMOKQ7C8dxHmNiB3SrwzKO/PIVkixOCBkHyKW4uPjHP/7xyy+/fOnSpf78/ObNm4nozTffnDRpUlhY2K233vrss8+OGTPm1KlTEq8UQhQCDuivqVOnzpgx4/777zebzb/61a/oylXf3H0LhNlsFrdcZZcuwcdDXZPXzqNWKx5ag79wLMmSpP9obwwGL28JIrJascHJby1btmzNmjWZmZlKLwRAPizjuGl7raRn8T3jkGRZPSHjAFnMnz/ffkVsbGzfP3z+/PmPP/54zJgx99xzj/vFhx566NSpU3/84x8lXimEKAQc0F9Tp069995777//fpPJ5C5J5TjOY2I8iV2u4vtB+oNt5ehZrmI04tMcKMyxJKvtbNW5orWOJVmSjJL16pqNObCzFAD8QGRimgxnYRmH8BWxtqyKDBkHSC8lJSX7iuHDh/f9w6dOnWpra7vnnnvefvvt++67b8SIEWPGjPnRj35UVSXX/QyEHgQcIAKTySRduYqceitXQedRUJB7lGzb2Sp5buWv8lrERVfCP7wxACBkcBzn6D5ve0D9OIQwOxZCxzfffENE+/bt0+v1R48eveWWWxoaGt58880777zT9+3eAF4h4ABx9FauotPpxP39Ndt2XtLpKl7LVdB5FBTknrEi1XSVa3K/K7w25sAbAwBCg0fGwfO81Wq1D7CWlU1UwVwVCBHfffcdEZ0+fVqv1585c+Yf//jHmTNnZs2adf78+VWrVim9OghOCDhANF7LVex2u4gZR31zpzzTVXrbyoGPcqAUFnModnr2rvAa/mGULAD4jS/nJX85L1m6pkVsror7S57njUbjgDKOOc/cx01MRcYBA1VfX//OO+889dRTM2fOzMrKevTRR00mk4h9Ou12+8aNGz/66COxDsiwGpbo6OiNGzdGR0cT0bBhw1566SUi2rt3r7jnAmAQcIDIvJariNWSQ7bpKtTLVg6Uq4Bf+XJect2G5Qo05sAoWQDwS5qNh4joXNFa6TIOg8HgS8ahTlYh44CB2rZt25gxY+bMmfOHP/xh9+7dZWVlW7dufeaZZ2655Zaf/OQnDQ0Nvp/izTffXLp06bp163w/lNCIESOIiOO4hISrQwPS0tISEhK+/fbbCxcuiHs6AELAAVJg5SpawTVV3Amyck5X8dp5FLvywX+47EXVpnmyzljBKFkA8FeRiWlJS9cTkaS/FQ0Gg3C/Kss4+r9ZFRkH9F9HR8cvfvGL3NzcixcvRkdHT5069Yknnnj++ecXLVqkUqk6OjreeOONnJyclpYWpVfq3YQJE4YOHVpXV9fR0eF+8cKFCw0NDcOHD4+Li1NwbRCsEHCAJNgeTokmyJKM01UInUfBj7HGHO4ZKxglCwCg0umTlq6XenasR00u26yKjANE9+qrr7788stENG7cuM8///zvf//7888//8QTT2zevLmysnLWrFlEZLfbf/e73ym90qsqKirefPPNDz/8kIhUKpVOp3M6ncK9Ic8++2xnZ+f06dOVWyMEMwQcIBXWksNjrJqI5SpyQudR8E/u/qMx6ZP9cZQs3h4AoASVTi/DWQIs4/B4UIOMIxA0Njay/8ZuvvnmgwcPjh07VvhdtVr91t4YbbMAACAASURBVFtv3X777UT0l7/8pbNTqgb8A7V169Yf/ehH//Vf/8W+/J//+Z/4+Pgnn3xy9uzZJpPp/vvvf+6552JiYgLu4wAECgQcIC2tVivPBFkZpquwHovoPAr+hm3JHqFfGTkyre1slQIVK3035sBOJwAIUl4zjv7/cVkzjp53MMg4/N5LL7309ddfE9FTTz113XXX9fyBqKiopUuXEtE333yzf/9+UU565syZn/3sZxqNJiYmZvTo0Y888shXX33V2w+Hh4eHh4f3fcA777xz165d99xzz0cfffTMM8/s2bMnMzPz4MGDd955pygLBvCAgAMk19sEWbHKVUiu6SpEpNWSzUYGQ7cX8SEOFMe2cqTmb1esYoU9IcQoWQAIMXl5eR4Zh2YgwQEyDujDvn37iCg1NfWHP/xhbz+zePHi1tbWlpaWqVOn+n5GnufvvPPOV155hef55ubmM2fOFBUVZWRk/Otf//L68zU1NefPn/d48dlnn+3q6jpx4oT7lXvuuaekpOT8+fOfffbZhQsXDh06dMcdd/i+WgCvEHCAHLxOkGUPOqxWq+/H95iuImnG4f4cJ4QPceAPvFasNFYckOn0GCULAP5KutmxHMfl5eUZBI8+kHGAWL744gsimjhxYkRERB8/FhkZOXTo0CFDRPhYd/LkSafT+bOf/WzPnj179ux57LHHiOjChQtr1qzx/eAxMTHjx49nw2IBpIOAA+TjdYJsfn6+uNNViGgr3yxpuQr13nlUp8NWDlBYZGJaWv7bSUvXuytWlBkl67HTCaNkAUAhLNqQbnYse4rjMTzOaDT2/wgKZxwDWSrIpq2tzeFwENGA8jLfPfvss3/+85+nT58+ffr0LVu2TJ48mYgOHTok5xoAfIGAA2TVs1yFteQYUM1qH3I1MVsmx8tTruK186jdjq0c4BdUOj2rWCEil70oMjFN1tOznU4YJQsAfmCEfiX7ZShpxmGxWIQZh9Vq9SXjEH+Jbj0zDqsVGYcfcjqd7e3tRBQbGyvbSVUq1cqVK4WvPPLII0RUWyvtWCIAEfW13wlACuxBBxEJYw673a7RaGw2G+fxcWjgWLnK3q9btvLNW/lmknKmLHtWPXp0txsD9qCaiEwmiU4L0C+sYkWl1bvsRcqswGAgrZYKCz2DQKuV7HYyGPAmAQB5uAMOl63I/aW4WMYhHKRitVrd9zz9wTKOnU/vNm6ZL/ryumEZh3DTKasXtlikPa9c+MPVjsMD2LeoWzzZ4xXbptJ+fleK4zPXX3/9sGHDGhsbz5w5M6DT+eKWW27xKCFJSEggIha1AAQEBBygDJPJlJ2dbTQa3fcBrCWHwWDo/61Ab1i5ChGxjGNvXevqCXGJ0VLtV2If4ozGblvvzWayWj2fkQDIj8Ucip2epYB5eZ4xBwsCrVbEHAAgD3kyDpvNJsw42LOcAWUckqcbTFBnHI7DVfZNB/v/8z0jBuEf7/u7UhyfCQsLGzNmzOeff953S/66urof//jHRLRw4cI+epH2U89ZLV1dXT4eE0BmCDhAMVqt1uM+gJWr0EBuBfqQq4mZPirqt0cvsHKV6UlDJd3KYbF4+QSn0+HjG/gjx5IslU6v0uplKl1xxxweQaA75rBYPKfMAgCILSAyDvkEb8ahmZhGi306gnbxpEF/1/fju40dO/bzzz8/cOBAZWXl6NGjvf7MgQMH9u7dS0SrVq3ycVUAwQEBByiJ3QcUFhYKy1XMZrPVag3QcpW8vG63Cuzjm93upRcBgILYjBWXrUil08u3v4PdTFutlJ/frQcHa3FnMFBeHt4nACCpQMw4nLUudbJKpNV1F6QZBzcxlZuY6ssRettV0Z/v+n58N71ev3Pnzvb29nXr1q1fv97rz/ztb38joqFDh06ZMsXHVQEEBzQZhYGpfc850MrDvvUxQVaK6Sq+H7BvfXQexewI8B+ajYdUWj2LOeQ+t8HQ6yhZdOgFAOmxnqNtZ6tctiLpeo7abDbhK1ardXB3NaaMdXLPVUHPUb/xyCOP3HHHHUS0adOmbdu29fyBd999t6ioiIjuv//+mBipnuEBBBYEHDAAmvCbh9YNt286KG7GQb1MkDWbzaJkHCSYriLK0frGtnL0/PhmNOKzG/iLyMS0pMfXJy1df9N2JfqiY5QsAChKmHE0VhyQ4hQcx7EZnwzP81ar1Wq12u32/Cvs1/pd56x1aRdPUmB2LDIO/xAWFrZ69eqwsLCWlpbc3Nzf/OY3n332WUdHBxGdP38+Pz9/7ty5RHTddddt3LhR6cUC+AsEHDAAjo4vzt/wNRHZNx1c98Cr4l5re06QJSKz2azRaPrurtRPidFDtkyO9/04/cQ+vnlMmmef3TAfE/yESqdX8vSsdU3PTrwYJQsA0nNnHN9sWCFdxmER1HrwPM9yDfMVJSUlfR9BnayaMDvdnXFIsUj3WpFx+Kcf/OAH77zzjlqtJqI1a9bceeedarU6NTX1uuuuM5vN7e3tcXFxVqs1OTlZ+Ke+/fbb3/3udzNnzpw4cWJubu7//u//KrR8AAUg4ICBGfdg2or3H1Mnq9i1VrZylWs+5fBDXstV2Gc3bOUAv+VYkiVr3YpW6+V9QkRWK94qACApGTIOg8HgkXEM9H7GnXGseP8xkRfnARmHv5o9e/aRI0cefPBBNuLk4sWLNTU1RBQeHp6bm3vy5MlZs2YJf/7zzz+/4447Vq9ebbPZzpw5s23btlmzZi1btqzvs0RGRkr3VwCQEwIOGDA2w4w9T5CtXMVoNIpVriK0sLRhq6NJ9MO6uXfi99zKgQ9u4IeqTA+zxhyOJVkS3e574X6feG3ModHg3QIAEnFnHMPS75boFAaDwdwzwx0IdbLK966W/YKMw19pNJp333333LlzDodjx44db7/99vHjxy9duvTmm2967N0gol/+8pdff/31woULGxoa6uvr33///ZiYmA0bNvz973/v4xQvvfRSV1fXBx984PF6Xl5eV1eXyyVZhRSA2BBwwGCway2bcSVduYpBUJ8vbksOZqujqb65cyvfLGnGQb1s5UCrAfBDaflvJy1dHzkyjT3SPFe0tq2+SqZzu2MOj3mxaMwBAFJSafVSdyPquTvVfyHj8G8cx82ZM2fu3Lnp6elRUVE9f6C2ttZut48aNWrjxo3R0dFEdP/99z/++ONEtG/fPrmXC6AEBBwweLrFk4XlKuW7Toh4cK/lKiK25CAimaeroPMoBASVTp+av5090jxXtLbaNE/WihV2b91zrrK7uAuNOQBAVJGJaZIen3UVJSLO49falW/1v+eoTJBxBLLq6moi+o//+A9hycmoUaOI6LvvvlNsWQAyQsABPmHlKhmzb3PWumybSqVoyeExaE3ECbIk73QVQudRCBCRiWkj9CuFo2QdS7JctiL5VuB1lCwRRskCQMApKSlhLUV7Pp6x2+1mgWv2HBVa98Cr/OFqMRcqhIwjYN15552ffvrpc889J3xx9+7dRJSenq7QogBkhYADfOUuV2EtOUTv8q3VaiWdICvzdBV0HoVAwUbJpuZvZxUrdS8tr9uwXIGKld4ac1itMq0EAEKPfL/rBsW2qdRZ69r59G5kHOAhKipq4sSJo0ePdr+yevXq3bt3JyUlzZs3T8GFAcgGAQeIgGUcxi3ziYg/XL3ugVfFPb7UE2Rlxj64edw2oPMo+Kdh6XezihUictmLFKhY6bnxia7Ud+l02PsEAKL7cl5ytWmeP2cc7tmxyDigD2fPntXr9b/73e9UKlVRUZFKpVJ6RQByCF+1apXSa4CAceTIkYiIiKysLK/fZZPMTtpOO2tdorf7VqvVWq02LCxMWKHqdDqLi4sbGhq0Hl0JfbawtOFSe9f4BAknZnEc5eRQQkK3zol2OxUWUk4OqdXSnRlgYMJj44el363S6sNj4y9++mFTRanLVtTZ6JJu6IAntdrLu4WIeJ6Ki6mhwbMvaQgrKyvr6Oi46667lF4I+KTvqy1Iqq2+qoWvaOErLpXtHp45MzxWhD2eGo1GewUReX02Yzabs7Oze/bp8Co6LiohOT46Luqk7TR/uHrUzYnqZGk+u7Jfv8XF5HRefqW8nCorKSdHktMNRFlZGRHhbdKbbdu2Pfjgg4cPH54wYcL7778/ceJEpVekGCn+U8HV1p9hBweIibXkyC9fIdHxvU6QtVqtgTtdxWvnUZSrgB9yN+aISZ/MGnPIenqMkgUAWUQmpiUtXc9+0YnSf1Sr1ZoEenskY7VaB/S0hj1Vwj4O6Kmzs3PJkiW5ublNTU0vvPBCWVnZbbfdpvSiAOSDgANEJtUzhCt6lquwlhw6nU6K6SoLSxvqmztFOWxv0HkUAkhkYhobJSv1VEXvMEoWAKTHMg6Zf8vxPG8cYGqAjAO8MpvNmzZtuuOOOz777LMVK1ZEREQovSIAWSHgADlIMV3FoyWH3W4XN+Ng01Xqmzt/e/SCDFs50HkUAohKp1fy9H2PkjUaEQ0CgI+knh3LGAwG4a4Nq9WKjAN8VF1d/fzzz99www179+793ve+p/RyABSAgAMkZ8pYZ990UNyMg3opVxFxgmxi9JDVE+JyuWg5y1XQeRQCl7+MkrVaEQ0CQEDgOM5isQjvZJBxgI8++uij5ubmsLCwpUuXPtLde++9p/TqAOSAgAMkp108iYjsmw5KNF1F+PRD9AmyMperaLVks5HB0O1FlKtAQGCjZKtMD/vRKFnEHAAgHlF+uWVnZ5uvYF1FbTYbMg4Qy9GjR4morq6uqIeKigqlVwcgBwQcIDnd4skr3n9Mnaxy1rpEPzh7+iHpBFn5y1XQeRQCTlt9FRsl21RRWm2aJ+u5r9mYA+kgAPhMrNmxwp6j7AmN14xjoI9qkHEAU1BQ0NWLX/3qV0qvDkAOCDhADpJOV2EtOSwWi/DFIChX8dp5VKfDhzXwR+4ZKyP0KzUvH1JgBRxHFguZzd4bcyAdBAAftNVXRY5MaztbJUrG0VPPjGMQ21GRcQAAEAIOkI3U01UMBkPPlhwBXa7itfOo3U46HVmtkp4ZYJBYzKHY6d2dbFCxAgCiikxMS83f7s44pDiF6BkHNzFV5CUKIeMAAH+FgAOUJG7RSs8JsiRxuYoox+xDb+UqRiM+qUEgqduwXIHGHBglCwDiEWYcjiVZUpxCxIxDoj2z3SDjAAC/hIADFGPKWGdZ+JYME2RZuYpVpG0P7nKVLZPjRTngNXn9sIbeAhAovpyX7LIXVZvmnStaK99ZMUoWAMQmW8YhfGVwGYeoi+odMg4A8D8IOEAZzloX20Ip2wTZ/Px8cctVRDlUP7nbCwihtwAEBNaYo+1s1bmitY4lWbLGHBglCwGrpqamrKysrKxM6YVAN/JkHA6HQ/iKiPW24kPGASGG/WauqalReiHQKwQcoAx1skq3eLJwgqzU5SqsJYdOpxPxLHLqo/MobiTAn7n7j7KPBCzmwChZgL6VlZXt2LHj0CElWvZCnwI040DPUQBRHDp0aMeOHQg4/BkCDlCScIKsFOUqeXl5HuUqdrtdxJYcHqSerkK9dB61WtFYAPwd+0jAWpCyLn1yV6xglCwElDlz5qxZs2bZsmVKLwS8UCTjGMTsWDdTxjoF5qogPoZgtGzZsjVr1mRmZiq9EOhVhNILgFDHJsge3VVh33TQvukgEekWTxbr4KwlR3Z2ttFodIcarCWHwWAwmUxinYiIZtvOE9HeutbVE+ISoyWMDtknNaJuMQfrPGowkKh/JwAxsa0cKq3eZS86V7T2XNFal61IpdPLN3iF1XoVFpLV2i3RYOVeeP8AQL+xjKPaNK/tbFXdhuVJj68X/RQcx1ksFuOVrRA8z7NuYoO4e9EunmTfdHDn07vnPHOfVNNVWMYhnGbPblOk/L1aVlZWUFAg3fEhOJSVlSGPCCnhq1atUnoNEDCOHDkSERGRlSXyw4rouCjNxDQi4g9X84ery3eduFU3NjouSqzjcxyXk5NTXFzsdDrZK06n0263h4WFaT0e5/pg+qiog9+21Td3Hvy2bXZatFiH7Y1WSwYDFRfTlb8TOZ1kt1NhIeXkkFot9fkBBik8Nn5Y+t0qrb6Fr2jhK5oqSl22oihNemRimhynV6tJq6WcHEpI6Lbryf3+aWjw3OURUMrKyjo6Ou666y6lFwI+kehqC+IKj40fnjnzUtnuphOlbfVVwzNnin6KjIwMjuOKi4vZl06nk+d59uKAjsPusk7aTs955j7RF3mVWk05Od1uTex2CguT6JdqVlYWygSgP1JSUkTfDYerrT8Lc3/kA7imV155JSoqSrods6xQxVnrYts6xG0DzvN8YWGhR8VKz5Fsvqhv7tz7dYuc/Ud5ngoLPStWOA6PoiEwuGxF54rWtp2tIiKVVj9Cv1KmmIPhecrPp57zldhGj8CMOQoKClpaWhYtWqT0QsAnUl9tQURt9VVsH4dKq5diHwcRWa1Wo6ClBdvZIeITGpGxPXHCXXJmM25KIMjgauvPsIMDBkDqZ0rRcVG36sbWfXG27ouzJ22nmy+0sGcOolCr1VqtNiwszC54bOt0OouLixsaGkS5UYiNCBufEOn7cfqPPY32upVDskcmAKKJ0qQPz5wZHhvfVFHawldcKtud8KCM9wrsYSPH0bFjJMz6nU4qLKTKSsrICLjdUHimFBywgyOAsH0czve2tPAVEhXc9dzHUVJSMoh9HDKRdx8HgCJwtfVnCDhgAGS45WLlKtFxUSdtp1k3LBEzDiLSarUGg0HqchWZsXsJjx33KFeBgOCuWAmPjU/+9WsKrCAjw8v7h4jKy6m4OOAqVnDLFRwQcASW8Nh4lVafaHxGulNkZGQIn9Ag4wBQFq62/gxTVMDvsAmyrEyUtR0VV88JskRkNpsDfbqKyeRlDqZOhy7mEABY/1HFTo9RsgDgGxnK60wmk/DWhed5YQP1wRF3el03PeeqmM34XQoAMkDAAX4qY/ZtbIKsFAdn01U8Mg42XUX0jGO27fxWvnlhaUN9c6e4R+6JfUYT3k5gCCYENP8aJYtRzACgqJ4Zhy/3LaaMdeW7TiDjAIAgg4AD/Jc6WbXi/cekO77JZHI4HMLtnexeYdBz5r3aMjk+MXpIfXPnb49e2FvXKuKRvWK3E9jKAUHgy3nJ54rWOpZkyR1z2GxksZDHxm82ijk/H2EhAPSHRL+4RMw4tIsnOWtdyDgAIMigB0dI6+joeOONNzZs2LB58+Z9+/bFxMR873vf6+Png68qWK1W5+TkNDQ0lJeXs1dEb8kRGxE2aeTQS+1dx53tjosdl9q7pG5EyjqParVUUoLOoxDAhKNk5S5g8dqYg72L/LsxB6qCg0PwXW1DzZfzkpsqSoloWPrdoh/co2M6a5eek5OjHmDPLffsWGetS9y27t2gHwcEI1xt/RkCjpBmMpm2bt2q0WgyMzOPHz++c+fOpKSkm2++ubef94dbrnUPvCr6dJWMjIyEhAThdBW73V5YWDiI2wWvYiPCvhcXERsRdujbtuPO9r11rZNGDo2NCPP9yH3gOMrJoYYGuhLdEKHzKASU8Nj4eN0jkSPTWvgKWaerMO4ZRR7vIhZzFBZSRobnLg8/gFuu4OAPV1vwReTItIuffoiM4zJkHBB0cLX1ZyhRCV08z3/00Uf33Xffiy++uGzZstdff/26667bunWr0uvqi21TqRTbKVlLDpvNJnxR3HKVxOghuZoY+ctVLBaUq0BgU+n0mpcPKXZ69i7y2GJNV95IRiMqVgCgJ5VOn7R0PUnZSEisWhXd4smoVQGAYIKAI3TxPN/V1fXQQw+xL+Pi4m6//fYzZ84ou6q+uS/DUkxX0Wq1PVtymM1mEVtyJEYPWT0hbnrS0Prmzq2OJhmmq1DvnUd1um4fzex2ys+//A96KYKfk7sxh1brpbcNEVmtyAsBwCuWcdy0vVa6U+Tl5fXMOAZxHGQcABBMEHCErrFjx/73f/+3uyClo6Pj9OnTo0aNUnZV16RbPFnS6SpST5BlWzlyuej65k7Zpqt47Txqt1/+aMbaJpaUkNl8+Z+SEuJ5slqlXhfAILWdrWL9RxsrDsh0SoySBYABUun0kh6f47ieGYdGoxnEoZBxAEDQQA+O0KVSqW6++eaoqCgi6urqWr9+fWlp6Y9//OOMjIze/oifVAVHx0VN/tG/SXRwtVrtUdpKV6pbWbcO308RGxE2PiFy+qiog9+21Td3Hvy2LTZyyPeGh/t+5D6wfgIcR8XFV19kzQRY20S1+mqfAY6jwkL6059QIQv+qK2+Kjw2vr2+uu1sVVNFaWejK3JkWnhsvBzndjfmOHas2w4ov2nMgarg4OAnV1vwf2q1muO4Y8eOuR/DOJ3OwsLC5cuXD/RQ6McB0H+42vozBByhoqampri4+LMriCgpKYl969y5c08//fR7772XnZ29YsWKIUN63dcTOrdcWq3WYDAUFxc7r1yAnU7nsWPHGhoaAne6ChFlZHj5aEZETme3Lorl5Zd/wG4njiMxUh0A0YTHxg9Lv3t45szw2HjWxu9S2e7ORpcUnfy8U6vJYCCOo2PHrt6jE5HTSYWFFBZGHKdUI1/ccgWH0LnahppzRWtF/03FHswg4wCQE662/gwBR+CprKzcu3dvamoq23whdOHChYqKisOHDzudzmHDhsXExLi/9dlnn/3+978vu2LkyJETJ04kon379v3nf/7nV1999bOf/ezJJ58MD+9rH4E/33Kte+DVW3Vjo+M8/zcZNDZBVjhdhU2QLSkpMRgMopxCOF1l9YQ4UY55TewJtMf4y95wHApVwE+xmEOl1XdecjWdKG2qKHXZiqI06ZGJ0tyR9+R1lCyRsqNkccsVHPz5aguDJt3sWK8ZR2VlZU5OzkAPhYwDoD9wtfVnCDgCz/PPP//6669PnTrVvQWDeffdd3/5y1/u3Llz3759H3zwQVFRUXh4uLukIjk5OTc39ydXTJw4MSIi4v3333/qqadGjx794osvTps2LSzsGoNL/faWa90DrzprXSdtp0WfINuzXIXneXEnyI5PiMzVxFz7R8XjtVzFq+XLqaSEiPxwGiYAEVF4bPzwzJlslGzb2SqXvaitviqKS5e7YsUj5nBXrKjVMu+Awi1XcPDbqy34qKmiVLaMo7y83PeMQ7qKYGQcENBwtfVnCDgCSWNjo8Vi2b59OxHNmjVLGHCUl5f/6le/am1tnTFjxvz58xMTE0+cOFFWVpaWljZ27FgiGjJkSJRARETEd99998tf/nL8+PEbN24cOXJkfxbgt7dcbO/GSdtp/nA1Xbk2i8VruUpxcbGI5SqKKC6+9iYO1qFDo8H9Bvi1KE06q1hpqiht4SsUqFhhMYfwTp2InE4qLqaSEtJqZatYwS1XcPDbqy34gv1Saqooba+vluJ3FMs4hLcrPmYcuetmi7tCT8g4IGDhauvPIpReAPTLgQMHNmzYcObMmdbWVq8/8Nprr3V1dc2fP//JJ59kr6SmphYUFLz22mszZ870+kc+/vjjxsbGcePGffTRR+4XY2Njp02b1sdKysrKPEKxNWvWDOwvIwF1skq3eDIR2TcdtG86WL7rhHHLfBEnrbDpKsIJ82yCLBGZTCaxziK0sLRh9YS4xGjMOQLol8jEtBH6lSqt3mUvOle09lzRWpetSKXTj9CvlGkFbDpAYaH3eUUGA0nzu6KgoKCmpsb9ZVlZ2QMPPCDFiQDAd+w3EvsF5f5SRD1vV6xWKxFZLJaBHordVkmO/eYUDq5nv0Kl+YUJAKEAAUdg6Orqam9vT05OJqLq6ur29nbhd1tbW48cOUJECxYscL+o1+s3b97M83xdXZ1HMQvzf//3f0S0bds24Ys33HBD3wEHEQmfKaWkpAz4LyMZ3eLJE2anWxa+5ax1WRa+pVs8OWP2bWIdnN00FBYWCuexmc1mq9Vqs9k4sUs46ps7f3v0Qq4mZnrSUHGPDBDE3DFH3UvLmypKzxWtlS/goCujZPPyPGMONkrWapUi5khNTU1NTRX3mAAgHUUyDo7jJHoeIwJkHAAgKgQcgWHKlClTpkxh//7EE0/s27dP+N2vv/66tbX1+uuvFwYZUVFR48aNO378eGVlpdeAw2w2mz2eNPZDZmbmnDlzBvqnZKNOVhm3zD+6q8K+6aBtU+n52gYRH0G47w88Zs7rdDqDwSDirUN9c+f0pKF761q3Oprqmzok6tCRnU1mM/H8NdqIarWUnS3F+QGkEpmYlpb/tstWdK5orQKnd8ccRmO3MjB3zGGxiLgB2+MXcnV1dUtLi1gHBwApyJ9xSLrnVATIOABAPNgAHwy+++47IurZR4O9wr4bOtTJqgmz07WLJzlrXfZNBy0L3xL3+CaTyeFwCLdssHKV/Px8sU6RGD0kVxOTy0XXN3dK139Uq6W8PM95sT3x/OU+owCBRaXTa14+pNjp2f26xeLZoZfnSacjo/Ha7z0ACF4j9CtH6Fe2na1y2YpYzCEulnEI71V8v1ExZayzbSr1dWW9Yb8zhb8wzWYS784KAEIHAo5g0NnZSUSRkZEerw8dOpSI2traFFiTolhLDtaGgz9czWasiHh8dt/gsf/FbDZrNBpepA8tLOPYpUsQ5Wi9YT1E+8aeOms0+DgGQUKKzxK9MhjIZvPsykFEVivpdLh3Bwhl7ozjXNHaxooDoh9f3IyDRRtse6woy/OCZRxCyDgAYOAQcAQDFnD09vo1h78GK25iKss4WEsOcS/JrFzFI+Ng5Sr2a2YGfsNguPzJi+O6fQQzGLw/dcZtBgS6L+cl1720vG7D8rb6KplOySpWHA7PmMOdHeJ9BRCq3BnHNxtWSJdxCF8ZdMahWzxZu3gSyZBxOBzdXkHGAQADhIAjGLC9G42NjR6vs0rsnjs7QgdryeEuVxH9kuy1XMVoNIpYruJhYWlDfbP3PGtwTCYymz1vJ9hDFLO5W8zBPo7hNgMChP1XcQAAIABJREFUV1t9Fat1d9mLqk3zZD23O+bw6L6BLVIAoU2GjMPR/Rrve8Yh7YAVZBwA4BsEHMGA9dqoqanp6uoSvl5ZWUlEiYmJyizLP7ByFekuyezxiMFgcL/CWnIYjUbRz0VXpqvsrfM+LXhwWA8v1nOU/ZOdffnjmM1Ggr8ZEeGzGAQwNmNFs/HQCP1KZdpzcBxZLJ7ZIWGLFEBIC6yMI798hUjr6h0yDgDwAQKOYJCUlDRs2LCmpqaTJ0+6Xzx37lxVVVVYWNjo0aMVXJuf0C2evOL9xyQ6uNdyFavVKmJLDoZNV6lv7tzqaNrqaBLxyESk1ZLJdPkf9zNmFnP03FmPz2IQuFjModjp3dkhKlYA4AqVVs8yjmHpd0tx/J4Zh9VqlW63qQiQcQDAYCHgCAbh4eGTJ08mohdffNHdj2P9+vWdnZ3p6ekjRowQ8Vw1V4h4THmok1XSHZxlHB6Vrqwlh0TTVbbyzaKXq3jl3lmPchUIbso05uitYmXgrXwC9DczABBRZGKaSqu/aXutdKfgOM5isbi/5HkeGQcABCUEHEFi8eLFQ4cO/ec///nggw8+9dRTc+bM2b17d1hY2OOPPy7uicrKyhYsWLBq1SpxD6sUcaeraLVaeSbIbpkcnxg9hJWrfO5sF+vgfXB35RBCuQoEE9aY41zRWvlOKeoo2VWrVi1YsGDDhg2iLhEAZBKZmCb1KQwGQ8+Mw8fO6JLPjkXGAQADFB40n1RDx549e3ienzVrVlJSkvtFtVp91113VVRU1NTUnD59+sKFC6NGjTKbzZMmTRLx1EeOHLn99ts3btw4d+5cEQ+rFFPGupO20zFx0Uk3jxTrmGq1OicnJyEhQXjHYLfbCwsLc3Jy1Gq1KGeJjQibNHLoVxc7HBc7jjvbL7V3jU+QvJWsWk1aLYWFdXu07HRScTE1NHg+hwYILG31VZ2XXE0nSpsqSl22ovDY+ChNukznzsignBxKSPDctVFePqB319y5c/Py8oioo6PjrrvuEn+dIKMjR45ERERkZWUpvRAINhkZGRzHFRcXsy+dTmdJSQl7cRBHs20q5Q9X84eriUgzUZqARq0mg4H+9Kerr9jtFBaG2w5QVllZGa62fgsBh7S2bdv2wQcfdHV13XjjjWIdc8aMGYsWLRKmG0xSUtK8efN++MMfzpgxY/HixUajUfTuG8F0y+WsdTVfaOEPV9d9cbb5QouIF2a1Wq3VasPCwoQZh9PpLC4ubmho0Ip0SY6NCBufEBkbEXbo27bjzvbPne3sS1EO3getlgwGKi4mp/PyK04nbjYg4IXHxg/PnKnS6i+V7W47W3Xx0w8bKw4MS787PDZejtOz+NBg8Iw52LursLD/MUfI3nJJcbVVUDBdbWHQHEuyhmfOFP23kIgZB7t3QsYBIShkr7YBAQGHtHbv3l1UVERE06ZNk+eMUVFR119/fUxMjBQHD6Zbrui4qFE3J0bHRZ20nTZumS/68bVarcFgKC4udl5JApxOp91uDwsLEzfjuD0h8riz3XGx4+C3bZq4iBuiJa87U6u9PG9mn8JyckikTSoACmAxR3hsfFNFafvZ6ktluzsbXRL1/PPCHXMcO9atOMUdc/TjDRayt1zyX20lFUxXWxicKtPDLXzFpbLdEmUcwscwyDgABipkr7YBAQGHtFpbWz/++OPGxsY5c+ZEREQovRxfBdktV3RclGZimmZimkT9R3srVykpKdFqtWKVq9wQPQTlKgBiCY+NH5Z+t0qrD4+Nv/jph6xiRe6Yw2CgsDDi+asbpai/b7CQveXC1RaCzLD0u1v4CukyDo+tpizjGFwtLTIOCEEhe7UNCAg4pJWUlPTll1+eOHGitrY2Kytr6NChSq/IJ0F5yyXpdBWv5So8zxcXF4vbkgPlKgAicscc7AMGizmiNOkydAG8TKv1slGqHxUrIXvLhastBBn2W4j9Cko0PiPFKXpmHIO+OdFMTEtIjj9pO42MA0JEyF5tAwICDmlVVlbGx8efOnXq6NGjO3bsOH36dEVFxcmTJ48JjBkzJlBuxXDLNThey1WkaMnhLldZOG6YKIe9JpSrQBALj42P1z0SOTKtha9oO1vlshe11VdFcelyN+ZoaKDy8quvu2OOjAzP8St2e1hhYcq//pX21VdhRJ1B0Y2in3C1heDDMg6J0g1GxIwj6eaRyDggdCDg8GcIOKT19ttvv/DCCy6Xi4haW1tPnTp17Nixsu7mzp0bFxen9Er7JURuuUwZ68p3nbhVNzY6LkqsY7JylYaGhvIrH1REb8lBV8pVZEs3GJSrQHCL0qS7G3Ow7eIJDy6S7/QsROQ4OnbMs2KlsJAqKykjg9Rqys8njqPi4pQtW9K++ipi//7OG2/suvHGyPfe6xg/Xr7VKgdXWwhKMsSpyDgABgEBhz8L+DpVPzdmzJgZM2b0/TPR0dHyLAb6w1nrUiernLUuy8K3Mmbfpls8WawjcxxnMpk4jjObze4XzWaz1Wq12WyDm9DWU6L0TUa9MpkoL490uqu9EXme2F/UZFJkRQCiiUxMG6FfqdLqXfaiEfqVCqzAYCCtlgoLSfDbg4jIaiW7nTiO7HayWoX390POnIn5xS8i9u8PO3OmJQSeZOBqCzBoJpOJiNw3JzzP63S6wd2ZZMy+jYh2Pr3bvukgEYl4E9UNx5HDQRrN1VdwwwEAV4Q5hU+EQGIdHR2NjY2B8gSpp1deeSUqKmrZsmVKL0RazlrX0V0V7NqsXTxJ9Muz3W7X6XTCVziOMxgMJskuzJ8728er5Ugzed7LRzCOI5vNcys9AAyG1/fYtTRt3Nj66KPSLMhP4WoLwcqxJCs1f7sU/YDy8/OFD2A4jhv005fyXSd2Pr2bpLmJuornu2UcRGQ2I+MAeRQUFLS0tCxaJOOOTug3ZR72hpqLFy8WFBTo9fp77rln+vTp06dPX7hw4Z49e5Re12CUlZWtWrUquCub1Mkq3eLJ2sWTiMi+6eC6B1511rpEPL5Wq3U4HMKbBp7nzWZzfn6+iGdxm207/6f/u7TV0STFwT1wHJlMnh++eJ50OpLmLwegvHNFa+U7GXuPORz934zdeeONoZNuBNPVFqAnx5KstrNV1aZ5Uhw8Ly9PGHCwfRyDO1TG7NvmPHMfEdk3HbRtKhVleV6wfRxCZjPuNgAAPTgkd/LkSYPBUFZW5nQ6Ozs7iai1tfWbb77Zu3fvZ599dt999w0ZEjAx05EjR7755psZM2ZkZWWlpKQovRxpaSamTZidftJ22lnrOmk7PermRBHnrfQ2QbawsFDE6SpumK4CIJ1q0zxlRsn2bMzhTcuSJRH794dCz9Egu9qiBwf0NDxz5qWy3W1nq1y2ItGbAanVao7jhHcmTqezsLBw+fLlgziasB+HhJs40I8DFIIeHP4MAYe0mpqali5dWl9fP2zYsJ/85Cd5eXk//OEPMzMzOzo6eJ6vqanp6Oj493//d6WX2V9HjhwZPXp0Xl5e0KcbTHRc1K26sc0XWth09+YLLSJ2zPI6QZY191Kr1RkZGWKdCNNVAKTTVl8lHCUra//RjAxqaOj2HvMmYv9+1nO0Y+pUWZaljOC72iLggJ7CY+NlyDiOHTvGX+mn5XvGkbtutphL7AkZBygBAYc/C5inGQHqo48+qq6uVqvV27Zt+/nPf3733Xffdttt3//+95977rlf//rXRPSXv/ylra1N6WVCr9zlKs5al33TQcvCt8Q9vslk6lmukp+fL265ynh1xOoJcbt0CSIe85pQrgKhIDIxLS3/7aSl6yNHpmlePqT0ckIXrrYQIiIT01Lzt0eOTGs7W+VYIn4ExnGcxWIRznfjeV7j0eqi31jPUcmhVgUABBBwSOuLL74gop///OdJSUke33r44Ydvv/329vb2r776SomlQX+xjMO4ZT4R8YerRW/Jwfp4eRS+ms3mQde+eqXgdBWHo1uHUTZdBTceEExUOn1q/nalVxHScLWF0KFIxmE0GkU/kZiQcQDAFQg4pMX2+I0bN87rd2+66SYiOnPmjJxLgsHhJqaueP8x9wRZcZtmsQmy5u67Hex2u0ajcW8TlcLnznbpDu7Gpqh4bOUwm0mjISn/cgCy8jrUQPL+o9nZZDaTwdDHj7Q++mjzqlXBXZ9CuNpCiJE/47BaraJkHOg5CgBSQ8AhLdaroqqqyut3KysriWjUqFGyrgkGS52sMm6Z7y5XEf34XstVdDodpqsABKIv5yWfK1rrWJLVVu/9EiACrZby8vpOCiP272979NH2YA84cLWFUCPMOOo2DKZHRt9YxiG8J/E94zBlrMNcFQCQGgIOad1yyy1EtHnz5gsXLnh8a9++ff/85z+HDBnS2xMn8EPulhz55SukOH7PsfPSTZDN5aLrmzu38s2/PXqhvrlT9OP3hHIVCCkj9CvZZ49q0zwJt3LY7X33GR1y5kzE/v1Snd1v4GoLIcidcbjsRRJlHB73JD5mHJgdCwAywBQVaY0aNerDDz+sr6//8MMPhw0bNnTo0M7OztOnT//lL38pKCjo7Ox86KGHxG21ICn0dWdEnKXSk2wTZIXTVQ5+26aJi7hB+j4dmK4CoWNY+t3DM2eGx8Zf/PRDNmNFklGyGRkUFkZ2O3EcLV/ufmu1PvpoWENDWEND08aNrY8+KvJJ/Q+uthCa3HNVmk6UttVXDc+cKe7x2T1JcXGx88pE6vLy8rCwMO2gZpRgdiwEDUxR8WcIOKQVExNz00037dmzx+Vy/f3vf9++fftf//rXXbt2VVRUdHZ2jh07ds2aNREREUovs79wyyWPPibINjQ0DO6uwqsboodMGjn0q4sdjosdx53tl9q7xidEinXw3qjVpNVe/kTm5nRScTE1NOD2A4JKeGz8sPS7VVq9cJRslCbda8OOwWPvqJ07qaTE/b5q+8EPmv/f/+scPz4U0g3C1RZCGMs4nO9taeEr5Mk47Ha7jxkHZsdCoEPA4c8QcEguJSVl5syZ33333ddff+2eUZeYmPjYY4899dRTUVFRyi5vQHDL1Yd1D7x6q25sdJxo/w/VarUGg0F4S+F0On25q/AqNiJsfEJkbETYoW/bjjvbP3e2sy/FOn5vtFoyGKi4mK785cjpJLudSkr6bpgIEHjCY+PjdY9Ejkxr4Svazla57EVt9VVRXHp4bLxo57jyO6Gsvr5Soxmp13dMndoxfnzH+PGincLv4WoLISs8Nl6l1QdQxiHm4nqDjAOkhIDDn4W5f1WBDL799luXy5WUlDRs2DCl1zIYr7zySlRU1LJly5ReiN9hs2PVyao5z9zHTUwV8cg8zxcWFnoMWOlZFuu7z53tf/q/S/XNnYnRQ1ZPiJNnrCzPU2GhZ/NRNnVF1L8cgF9oq69y2YtYP47IkWkqnX6EfqW4pygoKGhpaVm0aJG4hw04uNpCCGqrr3L8Iuum7bUSHZ81PhcOdzObzSaTSaLTiYPnSaPp9orZTH6+ZggEuNr6M+zgkNa2bds++OCDrq6uG2+8kYiGDRuWkJAQGSl5FYBEjhw58u677+7Zs2fnzp1z585Vejl+5Fbd2OYLLfzhav5w9eQf/ZuIR+6jXCUjI0PEjIOVqxz8tq2+ufPgt21ylqtotVRYePVFlKtAsHJXrEjRmGPVqlWFhYVlZWXjxo0LwWdKwXe1xQ4OGKjw2HjRM1Mhto/jT4I9EWLtKrVtKpWqu5laTRxHxcVXX8E+DhADdnD4MwQc0tq9e3dRURERTZs2Tem1iODIkSMJCQkGg2Hu3LkqlUrp5fiR6LioUTcnRsdFSVRW6rVcpaSkRNyWHLERYZNGDhWWq0wfJcembo7rtVxFq0XnUQg2XhtzJDzo61MglUqVlZXlcrmGDRsWgrdcwXe1RcABfkitVhsMBnEzDlPGOv5wNUnXwT0jAxkHiA4Bhz/DmFhpsf/uP/vss+bmZqXXIo6UlJTMzMyUlBSlF+J32ARZ6Y7PylIMggYVUkyQTYwekquJ+cOEOCI67mxfWNogzwRZVpbiUatit5NO1/cETIBAFZmYlrR0PRslq3n5kO8HzMzMDOVfzsF3tQXwTxzHObrPYbVarb7ciqx4/zGSenaswUAWS7dXMDsWIHgh4JDWpEmTpkyZ8vXXX//hD3+4dOmS0suBwMZxnMlk8ujHYTabNRqNsCbWd+PVEVsmxydGD6lv7vzt0QsiHrkPHEcmE9ls3V7keTIacRMCwSkyMW2EfmVq/nalFxIMcLUF8Io1/RGXR8bB87wvGYc6WYWMAwBEhBIVaVVWVsbHx586dero0aM7duw4ffp0RUXFyZMnjwmMGTNm6NChSq+0X7BpdhDErSxlLTm0Wm2hoGuFFBNk3eUqvxs/XKxj9gcrVzl2jNyJDcpVILh5naXSWHFgcKNkQ3bTLK62AB5ctqLKJ2c0VZQSkSiNfoTUajXHccVX6j6cTifP84O+D4mOi5owO/3gX4+iVgUCRchebQNCwMyED1CffPLJK6+8wv79woULH374Yc+fmTFjxvDhsn6GBNmYMtYRUfmuE8Yt89XJonUt0Wq1DodD2MyclasQkYj9zFm5ilhH6z+OI4vFc7oKK1cxmTBEFoLfl/OSiUil1Y/QrxxczBGCcLUF8KDS6Ymo7qXlbBOH6P1HWc2s0WhkX7J9HNnZ2YPLONg+jnUPvGrfdJCIpKr5ZfcQV9ZMRGS1EhHmqgAEE+zgkFZDQ0NYWNiYPt1zzz0xMQp8jBwEPFMaqAmz00/aTjtrXSdtp5svtIi7lSMnJychIUE4XcVutxcWFubk5KgDfKuDe7pKSUm3zqPHjmG6CoSEporSFr7iUtnugTYfDdlnSrjaAvQUpUmPHJl28dMP0/LfluL4bJqbcB9HSUnJoEe8KbOPw+kknse9BQxUyF5tAwJ2cEirvr5erVZPnjx56tSpSq8FFKBOVhm3zD+6q8K+6aDoDyVYSw4iEnblYGPqDQaDRKPpZ9vO366OWD0hToqDe9BqyWYjo/Fqn1GeJ7OZrFay2Ui8CbkA/mWEfqVKq3fZi6Qong9WuNoCeKXS6dlWDon03MdhNBotFovv+zicta45z9wn3koFPPZx8Dz2cQAEEzQZlVZNTc1bb721e/dupRcCimHTVbSLJxGRfdPBdQ+86qx1iXh8k8nkcDiET0t8bPfVh8+d7ST7dBWLxXO6Cs+TTnf5bgQgKLH+ozdtr1V6IQEDV1sApRgMBo8HLUaj0T7YEWjunqPlu07sfFqyd7RHz1GWcaDnKEBQQMAhLQyuA0a3ePKK9x9TJ6uctS7LwrfEzTjYBFmP2wuz2Sxs0iEKBaerOBzdtmzwPOXn41YEQlFbfZXSS/BHuNoCKMhjxBvLOAZ9B4KMAwB8gR4c0kpKSvryyy9PnDhRW1ublZUVKP3be4OqYF9Ex0Xdqhtb98XZui/OStGSQ6vVhoWFCZ+Z8DxfXFwsbksOpaarqNWUk0MNDVRefvkVNl2lsJBycjBdBULFl/OSL5Xt7mx09TYTIWSrgnG1Bei/c0VrRZ+r4nETwua7DfoOxN2Po+6Ls85a1626sWKu1Q39OGCwQvZqGxDQg0NaNTU1M2bMqKys3L1794EDB6ZMmZKYmKhSdZumMXfu3JDt615QUKD0EuTmHOmqHll9vNK1v+CT/ZWfiDhahYiuu+66lStXWgXFGxcuXJg3b55Wqx09erSIJyIiRf4/N2IE3XUX8TydO7eMvcLKVQwGVM5C8Gurr3L35nDZikboV0paWh9YcLUF6Kcv5yVHjkwjCeaqePQFY03BbDbb4HqOuvtxlO86QUToxwEA/YSAQ1oYXNeHgoKCsrKyzMxMpRciK3WyKmP2bdIdf/To0RK1F/UHo0dTXh6VlZV98EGBMONgd1PB+/cGICKKTExLeny9Sqf/ZsOKtrNVdS8tb6w4gFGyDK62AP00Qr+ShaQUOBmHVOkGg4wDILgg4JDWmDFjZsyY0ffPREdHy7MYP5SZmbls2TKlVwEBpqCg4IYbKC6uW/NRTFeBEDEs/e7U/O2X93HYi5oqSlU6veifUgIOrrYA/cR+XQRQxpFfvkK81fUCGQdAEEHAIa1p06ZNmzZN6VWIacOGDRs2bEhJSfnkk0+UXguErtGjiSVjwowD5SoQItiMFXe5Cvug8vrxb96sjyKiRYsWKb1ABQTf1RZAOoGVccgEGQdAsMAUFRiYxx9//IsvvkC6Af7A63QVsxlN0CEksJhDs/FQTPrktrNVuTe0fjhN/fSC2UqvCwACwAj9yhH6lW1nq1y2onNFa0U/fl5ensdcFZ1OJ/pZRIa5KgBBAQGH+H71q189+uijVVXdJvmdOHHixIkTHj/505/+dNasWfX19TKuDiCocBzZbN32cRCR2UwaDYk6IRfAT0UmpqXlv520dH3kyLS2s1X/Xv7X8bEdSi9KJrjaAvhCmHE0VhwQ9+Acx/XMODQaje9HNmWsw+xYAOgDAg7xVVZWnjp1qqWlxf2K0+k0GAw9m03U19d/8803HR2hcjMKIAWOI5PJM+Ng5Sq4J4EQodLpU/O3j9CvrG8d8vmlcKWXIxNcbQF85M44vtmwQqKMQysYuep7xuGsdRFR+a4TyDgAoDcIOAAgGKBcBUIcq1g5OuPXSi8EAAKJ1BmHxWIRMeNgc1UIGQcA9A4BB4CEGhsbT506FXz7ov3z74VyFQAAgIGSP+Mwunt5DhzLONTJKslnxyLjAAhMCDgAJGS328eNG7dq1SqlFyIyv/17oVwFAABgoFRavZwZh9Vq9T3jEGFlfUPGARCYEHAAQLBBuQoAAED/RSamCTMO0Y/PMg7hmFgfMw6ZIOMACEAIOAAgCKFcBQAAoP/cGYfm5UNSHJ/jOJvNhowDAKSGgAMAghPKVQAAAPqP9SqW7vheM458kS7J6DkKAEyE0gsIWk1NTRcvXmT/zv6lq6vL/QrT1dWlwMoAQonJRHl5pNNd3bjBylXYtwAg0OFqCxBAWMah0+n4K1dls9lMRCbfLsnrHniVTZCVqvOowUBE5N5vwjIOwp0EgD9CwCGVxx7z7H508eLFadOmKbIYgFDGylUKC7vt5jCbyWolm61bqw4ACDi42gIEFikyDuOW+ZaFb5XvOsEfrpaq/ygyDoAAgRIVAIVt3Lhxzpw5v//97z1eP3To0Jw5cx599FE/OWZAQ7kKAADAIDiWZLXVV4l7zJ61Kmaz2ZdaFXWyyrhlvjpZ5ax1rXvgVRGW6BVqVQACAXZwiO9vf/ub0kuAQFJeXv7OO+80Nzd7vH7y5Ml33nknLi7OT44ZBFCuAhBMcLUFkFqV6eG2s1XVpnmp+dsjE9NEPDLLODQajfsVH/dxsIzDsvAtlnFgHwdAyMIODgAIIZiuAgAA0E9JS9fHpE9mGYfoB+c4zuFwCF/BPg4A8B0CDggZdjvl51/+x25XejWgGJSrAAAA9EdkYhrLOKSbHeuRcfg4V0W+jEN4G4GMA8CfoEQFBmbnzp1lZWVE9MYbbyi9ln7Lz6e8PCopuXo1MpuJ48huv7zVEEIPylUgyKxataqmpqampuaBBx5Qei0AEDwiE9PS8t+W7vgs43DXqvA8b7Vayf9rVdjy3DeWwloVu51KSi6/np1NWq0kCwCAXiDggIHJzMycO3duSkqK0gvpN6ORrFayWrtdYHiejEay26myMnA/zt50000NDQ0eL+7YsWPKlCmKrCfgYLoKBJO5c+cS0Y4dO5ReCADAwHAcZ7FYjFcaWwR8xiF80WxGwAEgM5SowMCkpKRkZmYGTMCRn3/5YiO86hCR1Xq5SoV9nA1M9d5cunRJ6XUFEpSrQNDIzMwMpF/OAAACBoPBImhswTIOuw8FxTLVqnjcQ7C7TdRBAygKAQcEtby8azyI5zi/rVLpOQPFw3vvvfd+D//2b//myzFDk8lEDke3/1JYuYpOp9iSAAAA/JZjSZbox+yZcRiNxoDMOBBwACgKJSrgf4S1i77Tavvao2EwiPakfrBllmFhYUTU0dHh8fq//vWvvv9gH6Uogz5myPJarmK3k0aDchUAAICrHEuy2s5WOZZkid551GAwEJGwVsVoNFosFu1gqzyEtSoirdEbj1oVAFAUAg7wP8JuoFIT8USDLbO8/vrriejAgQMXL14cPnw4e/HSpUt//etfB70WKY4Z9Fi5CpHnkxidjgyGwG3VAgAAIKbU/O3VpnnSZRyVlZXmK1disTIOdbJKrBV6wbZscJyXgfMeuznQcxRAeihRAVDYuHHjiOjSpUtms/nbb78loqqqqoceeqiurs6vjhkiUK4CAADQh8jEtNT87ZEj01jGIfrxTSaTWfCogWUcfM/soN+kTTfoypM5ryu028lsvvqPiDuUAaAXCDgAFPbII4/ccMMNRLR27drk5OSUlJQbb7xx7969U6dO9fhJs9l83XXXPffccyIe84477khNTRXpr0JEtGzZsszMTBEPKD9WruKxuYeVq6CuFgAAQP6MQ6fT+ZJxAEDoQIkK+J/sbDErRzzmp3gwGETrr5CdPbg/FxMT8/HHHy9YsODYsWNtbW21tbU33HDD4sWLtVqtrvu2gaampvPnz1+8eFHEYzY0NLAtHqI4cuTI5s2bo6KixDqgUli5SnZ2t40bbLgwylUAYNBeeOEFnudffPFFpRcC4CuWcbBalSrTw2n5b4t7fDYjVlirotPpbDYbh7ZYANAnBBzgf7Ra0QoU2UfSPtjt/tBDcvz48eXl5VVVVadOnbrxxhvHjBnDXu/q6vKrY/bG4XAcOHDgH//4x+uvv97a2hoEAQej1ZLDQTrd1W2nrFzFbieLRfH/agAgkHR1dX3yySc7duwYO3as0msBEIc742iqKK3bsDzp8fXiHl+6jMOUsU6drFrx/mM+HucyjydzdruXDZ9sbN9gH4YBQP8h4ICg5vUaI8SmefnHpNi0tLS0tDSljnnmzJlDhw51dHSgQ0s+AAAgAElEQVRMmDDh5ptvHtBZiouLV6xYMagFDlJ9c6c8J+ptuopORxYLOoUBQL+sXbv2448//u6775ReCIDI3BmHy15ERAGRcThrXe7ZseJkHD2fzPV284n7BgDpoQcHBDWD4fIHU47r9gnVXZlisfhJuqGsJ598kuM4vV6fm5t7yy23LFu2bEB/fP78+fYrYmNjJVqk0N661oWlDTKciK6Uq3hs9GF7g8QaMQwAwe2mm276wQ9+sGDBgsTERDbGGyBouPtxuOxFdRuWi378vLw8cftxuOeqSDs71gOrmMZ9A4D0sIMDgh3rl2AydbuosOfyfrN3Q1ktLS1//OMfFyxYMH369E8//dRisWzYsGHevHnZ/d5ImZKSkpKSwv59+PDhjY2Nki32qi2T42U4i5tWSzYbGY1Xn8qwchWr1R+KnADAr82aNYv9y/Hjx1tbW5VdDIDoWMbh+EWWFPs4OI7Ly8ujHvs4HA7HoI8px+xYRjg71t0VDq28AKSEHRwQAtiFhFVIsn+ysy8XQ8oiIsLfk8RVq1a9/vrreXl5GzZsMBgMRHTgwIFr/ikF/17Tk4bKf1KOI4vFswEuz5NO11cfWwAAgKAXmZim2XiIiKTYx8EyDo99HBqNxpdjypFuEJHBQBbL1S+xjwNAev7+uQtANCL2Lu23adOmVVVVJSQkyHzegXr88cfd/37vvfdu3Lix79Eqiv+9EqOVCWfd01WMxm6PZPLzqbISj2QAgGpqaj755BP3l3fcccedd96p4HoAZMMyDraPIzIxbYR+pYgHZxkHK4Zlr7CMw5d9HFIR9hzNzr588+nuec/2fxL2cQBIBQEHgISio6NTU1OVXsU1REREuAtM6Mq+jL6Hrfjn32uroylXEyPDiVi5Sn7+1Y0bKFcBCD6VlZWHDx+eMWOGSuX5pPfChQv/+te/ampqEhMTx40bd91117m/5XA4CgoK3F/+9Kc/RcABocOdcYibbjAcx1ksFqPRKF3GwfqP+nqUnk/U2JZh4Vw/ZBwAkkHAARDqwsPDhV9KMUdWBrNt59m/yJNxsK0cHr1rWbmKwYA7FoBgsHnz5o8//njMmDEZGRnC1999990XXnjh0qVL7MuhQ4cuWrSI9QggokmTJu3Zs8f9w0EzNhugnyIT027aXivRwb1mHEaj0SIsAxksNjtWqt4cyDgA5IIeHAAQDHK5aCLayjfLPF3F4fCcrmI2o7oWILA1NjaydKPnt8rLy5999tlLly7NmDHj17/+9Zw5c9ra2l566aUPP/yQ/UBERIRKAAEHgLhYxqEVbJGwWq1GYXAwKO7ZsZaFb0k1XcWjHwcR7hgApICAAwCCQa4mZsvk+MToITJPV2EDeTz61ZrNpNGQDzPsAEAZBw4cePTRR++9994tW7Z4/YHXXnutq6tr/vz5f/jDHx5++OHf/OY3rIfRa6+9Ju5KanoQ9/gAgYtlHJzg8YLvGYdwdqy0GYdHQQ0yjgCBX8gBBCUqABAkEqOHrJ4QJ/95Ua4CEDS6urra29uTk5OJqLq6ur29Xfjd1tbWI0eOENGCBQvcL+r1+s2bN/M8X1dXl5SUdM1ThIWF9WclZWVlwrOkpKS88cYb/fxbAPiVL+clj9CvFL3nqM1m0+l0/JWHCVarleM4kw8XXZZxsHTDsvAtqWpVOI4cDhKOgEGtSiBYtWqVMNeoqalZtGiRguuBPiDggIHZuXPnzp07iUjYJR7k4dEsQ9JjDvpc4eHhUqyzn5SdrpKXRzpdt+kquGkB2SxYsIA9VsItly+mTJkyZcoU9u9PPPHEvn37hN/9+uuvW1tbr7/+emGQERUVNW7cuOPHj1dWVl4z4Pjzn//cz5XMmTNn2bJlA1k7gD9y2YqI6FzRWiKSOuNgc2SRcYAUPCLmgoKClpYWpRYDfUOJCgxMZmbmG2+8gXRDEatXr+7q6nrmmWdEPOZXX33V3NwsfOXBBx/s6up6/vnnB3fAmpqa8+fPi7E00Wx1NMlzIlauItzHQShXAbmsWbPmjTfeEI58BtF99913RDRy5EiP19kr7LsAIKTS6ZOWrieic0VrWcwhIpZxCGtVzGZzvm8VHzLVqrCMQwi1KgAiQcABA5OSkiIcKQrg52bbzm/lm+XMOEwmz4yDlavgvgUkhV/OMujs7CSiyMhIj9eHDh1KRG1tbQqsCcDvuTMOiWbHIuMAACEEHAAQzITTVeqbO+U5KaarAAQlFnD09no/m2sAhCCVTi/p7FhkHADghoADAIKZe7pKfXPnb49eQLkKAAwa27vR2Njo8TqrxO65swMA5MEyDuEryDgAQhYCDgAIcmy6Si4XXd/ciXIVABg01mujpqamq6tL+HplZSURJSYmKrMsACDiOM7RPSkIsIxDuO0TGQeADxBwAEDwS4wekquJQbkKAPgiKen/s3f3YVGWaf/ATxQENGnQQkXImdT0kVIsVqIoZnTbytQVH8XFMmYerQNDenK1fj6rRzO0xXJohRuoVLqMW4kLrWiZLb40N+mqTK5aZmtqzfCqoa6Ab4CIvz8uHW9mhte5X+bl+zn6I27G6744tmVuv3Od5zm4b9++V69ePX78uO3i+fPnKysr/fz8hg0bJuPeADyLZUGsGD1H7TIOo9EobMbh2gbbx459IuMAEAICDgDwFShXAQBX9O7dOy4ujojee+89Wz+OVatWtba2RkVFDRw4UNbdAXiM84XvXDtb2WAqFDvjsFqtQmUcypiIRdvnubzB9iHjABAIAg4A8CEoVwEAV6Smpvbp0+df//rXlClTli9fnpiYWFJS4ufnhwG9AF03MGnxwKTF4mUc+fn5ti8FzDhc3lpnnGYcOp3o9wXwLgg4AMC3oFwFALqiVy8nz0jDhg1bvXr1vffee+7cuR07dlRXVw8ZMuTtt99+8MEHpd8hgOcSNePQarWOGQfHccLeRRSOGYfRiIwDoFv85d4AAIAMklXBk4YE/uHwRVauMmlwn2RVsAT3ZY8uGza0Oc1hMJDRaP9IAwDyWrFihdPr48aN27Rp08WLF2tqasLCwkJDQyXeGIB3GJi0mIjOF77TYCoMjorrG/WIgItrtVoi0t2KBqxWq06ny8/PV6vVAt5FFOxBQaO5XcVqNBIR8SIbAOgATnAAgI/il6tIk24wKFcB8AL9+/cfNWoU0g0AV9jOcfySu+jKsX3CLq7Vag2891qWcQh4jiN78noR56rgHAdAT+EEB4CvSE9PLysrM5vNHb9s2bJlZ8+etbv41ltvsfmIXuZmuYqE6YaNXk8pKW0+oWHlKuxbAAAAvsB2juOX3EWDFmYLe45Dr9cTkS3mEPAcB5samz+/iM1YcXE1J3COA6CnEHAA+IRDhw598MEHgYGBHb+subl5xYoVLS0tdteXLl3qlQGHvFCuAgAAIH3GYTKZlK69yya+8WTx6yXWg1XIOADcDUpUALyZxWL55JNPXnrppccff7y5ubnT1//73/9uaWlJS0urb8vF5wCPg+kqACCv4uLiuXPnzp07V+6NAEghRJ0kXq2KXq+3q1XRaDRW1+a0K8JDEt94UhkTUVfTIEq6wTitVdFoxLoddMHSpUvnzp1bXFws90agXTjBAeDNtm7dumjRoq6//rvvviOimJiYkBDR3q2FUF5eLur6BdbG3WeaM8f3DwuSIgVGuQoA2JkwYcKMGTOGDh0q90YApBAQFhmiTiIJz3FoNBoXz3GwjEPEdINxPMfBcaRSkcUi7n2hHTNmzCCizZs3y70RaBdOcAB4s1mzZnG39OvXr9PXs4AjOjq6vr7+3//+d2Njo/h77Amj0agR7ROM2sbWsKBebLqKlEc5TCb7oxwGA6lU5NqHTADgkYYOHTphwgQEHOA7WMZhO8dxrbZS2PVFOsfh4q66xPEch9VKKpUUtwYHEyZMwC9nN4eAA8CbDR06NOGWO+64o9PXs4Bj8eLFCoVizJgxd9xxx5QpU1x8+xcJx3EqlUqMvWG6CgAAgPT4GUeVfqbg64uRcUgEGQdAlyHgAIDbjh49SkTHjh3T6XSpqamDBg364osvHn/88YsXL8q9NSfYo0mGCH/7Z9NVPtPIMABSryeLxf4ZxmBAxgEAAN7PlnGo1paJsX5KSoqoGYeks2ORcQA4g4ADAG5qbGyMjo6eOXPm0aNH//KXv6xdu/bYsWMPPvhgZWXl22+/LffunLNarQaDQYyMQ0YoVwEAAJ8VEBbJ5qqIQalUOs04BFncNjtW3IyDP+MWGQeAAwQcABKpra3dsmXL8uXLn3rqqdjY2Dlz5uj1+lOnTvVgKY7j1qxZs2PHDmF3GBQUtH379qKiIttEWIVC8dZbbxFRWZkoH6T0mF1XMIPBIFK5ih1MVwEAAPBoTjMOlRAxgW2uirgZR34+Mg6ADiDgAJDCpk2bhg8fnpiY+NZbb5WUlJjN5oKCgjfeeGP06NHPP/98fX19t1bbuHFjWlpadna2SLvlGzVqFBH99NNPEtyr6+weTUjMchW+Amvj/P31tY2tot7Fpr1yFUyIAwAAnyJsz1GWcah5MYEgGQd/dqwMGQcOeQIQEQIOALFdv379pZdeSk5OvnTpUlBQUHx8/JIlS1auXPnCCy+EhIRcv379o48+mj59elNTk9w7peLi4sjIyD/96U/8i+yMSWRkpEybapder7dYLPyjHGKXq7jPdBU2IQ5PMgAA4AtOzAyv0s8UPOPIz8/3qoyDP0oWwIch4AAQ1/r169euXUtEI0eOPHr06J49e1auXLlkyZIPPvigvLx86tSpRMRx3LJly2TZ3rFjxzZu3PiPf/yDiIYPH15VVfXee++dPn2afbe5ufmPf/wjEU2aNEmW7XVMqVSaTCa7oxzilavwp6sUWBslLlcxmdpcRLkKAAD4gmu1lcFRcWyuigQZh06nc3FZZBwA8kLAASCiK1eusL9+jxo16sCBAyNGjOB/V6FQFBUV3X///UT08ccft7ZKVPjAV1BQ8Oyzz/7+978norFjx/73f//3mTNn7r///ldeeWXZsmXR0dF79uy57777Fi8Wq92Xi5RKpd3UNxJz8BubrpKsDCLJy1XU6nbLVfAwAwAA3iogLHJw2ipbxiHs4o4Zh9FoRMYB4NEQcED3VFdXm81ms9ks90Y8w+rVq9lpiOXLlw8YMMDxBYGBgWlpaUT0yy+/7N27t7vrV1RUvPjiiyqVKjg4eNiwYbNnz/7555/be3Hv3r179+7d8YJGo3Hx4sVXrlz585//nJmZWVFRkZKSUlZWFhQU1N29SclpuYp4LTmSVcHr4u50n3IVjYY4TpotgPtiv5mrq6vl3ggAgMBYxhFwd6QYs2NZxsF/hBAw41CnPixFxsF/MkDGAT4PAQd0j9lszsnJ2bx5s9wb8Qxff/01EUVERPzud79r7zWpqanNzc1NTU3x8fHdWtxqtY4bN+7DDz+0Wq2NjY0VFRWFhYXR0dEnT550+vrq6uoLFy7YXXzzzTdv3Ljxww8/sC/vuOOOt99+++LFiydOnDh58mRDQ4PRaFQoFN3amCxYuYpWq7VdEbUlh7uVq+h0KFfxdZs3b87JyUH6DABeKSBMlHSDYY8QdhmH688PivCQ8dOipMg4UlKQcQDYIOCA7klMTPzoo4+ysrLk3ohn+PHHH4koJibG39+/g5cFBAT06dOnV6/u/f/x+PHjdXV1L7744q5du3bt2jVv3jwiunjxouv/6/j7+48cOXLEiBHd3ZK8nJariNqSQ95yFbtDqShX8XFZWVkfffRRYmKi3BsBAPA8jhmHIJ+RIOMAkJ4n/e0FwLNcu3bNYrEQkSDD1Z16880333///UmTJk2aNGndunVxcXFEVFYm1kcc7o9lHKa2Jxy8tVzF7lAqoVwFAACgp5BxAHgHBBwAYqmrq2tpaSGifv36ibF+SEiIXe/P2bNnE1FNTY0Yt/MgarVaygmysper2HUeRbkKAAB4vRMzwy0LYoVdU5qMw8XV2oWMA4CIiDo6Ng8giyvH9l09tr/rrx+YZD/g43zhO138rhjr29x11119+/a9cuVKRUVFt+7YRaNHj7br/RkaGkpELFXxcewZZcOGDfyKFYPBYDQa7Z5dBMHKVYiowNpYYG1k/y4NtZpMJtLpbh/cYOUqRqN99gEAAOAdrtVWBtwdee1spWVBrLC9OdjzA38WG3uQ0Ov1rizLMg4i0qTGubrFDrCMg+h2zMEyDjwQgC9BwAFu5+qx/d3KINw24PDz8xs+fPjRo0c7bgBx5syZ5557jojmz5/fQS9SR45jWW7cuNH1P+71WLkK3Xo0YVi5ilardfFJxalkVfCkIYFhQVKfjGPlKhs2OPnYRq8nW99VjqPS0pv/npDQpoUHALgb1tKbiNLT0+XeC4DbCQiLjMj4tEo/U7yMg19fLFTGIW66wSDjEBn7zWw2m8eNGyf3XsA5BBzgdoKj4jpIDbqi4z/u4uLdWmHEiBFHjx7dt29feXn5sGHDnL5m3759u3fvJqKlS5e6uDFwpNfrU1JS+B/FWK1Wo9FILj+pOCV9usGwcpWUlDZnUa1Wysig8nIiopQUKi29/bRjMJBSSRxHvLEzAOB2IiIi5N4CgJsSO+OwWCyCZxwSQcYhpoiIiKqqKrl3AR1BwAFup2/UI32jHnFlBfcJOJKSkoqLi1taWrKzs1etWuX0NX/729+IqE+fPo8++qiLGwOnHMtVWEsOjuPy8/MFL1dxVNvYKk3woVSSyUQZGWQ03rzCylWIyGi0n7rCqlrKy8kjntYAfM2ECRNwdgOgY/yM40zuK4MXOn/Q6hnHjEOMT0esB6uUMSLkmOxzD0LGITw2rSwnJ6epqUnuvYBzaDIKIKLZs2ePHTuWiPLy8jZt2uT4gs8//7ywsJCInn766eBg6Ro3+BqnE2Q5juOf7BDJNNMFiaer6PX201WIyGq9nXoQkdF4s2cH69YBAADgiVjGEXB3ZANXeCb3FWEXZxmH7Ut2AlTAhuX66Ozi10usB0U7DmD3QICeo+AbEHAAiMjPzy8zM9PPz6+pqSk5Ofn//u//vvvuu+vXrxPRhQsXMjIyZsyYQUQDBgxYs2aN3Jv1fnq93nG6ingTZBm5pqtYLF36kEapRJUKAAB4MLEzjvz8fNuXAmYcdTUNbK6KDBkH5smDV0PAASCuZ555ZsuWLQqFgoiysrLGjRunUCgiIiIGDBhgMBhaWlr69+9vNBrDw8Od/vH09PQJEyZIu2VvxspV1LxqDVEnyBJRsio4WRlERAXWRpFu4RSLOTrNOLRaysjAow4AAHgwlnEQkRgZh1ardcw4OJffOPmzY4tfL3FxtY44Zhz80WsAXgcBB4Dopk2bdujQoSlTprC5J5cuXaquriai3r17JycnHz9+fOrUqU7/4KFDhz744IPjx4/bXQ8ICBB7z16MfRpjV65iMBhUKpVI5SrJquB1cXd+pgkVY/EOlJd3fhDVYCCD4fZ0FQAAAE8UEBapWlNGUmUcOp1OwIxj0fZ5Li7VCWQc4EsQcABIQaVSff755+fPn7dYLJs3b/773//+/fffX758eePGjY5nNywWyyeffPLSSy89/vjjzc3NjqutXr36xo0bX375pd31lJSUGzduNDQ0iPVjeAvWkoP/sEIil6vINV0FAADAR4idcdhNnRcq45Bidiwh4wAfgmduAEkplcrExMQZM2ZERUUFBgY6fc3WrVufe+65tWvXXr58WeLt+RStVuvYkkPUchU7tY2t0twIAADAF/AzjvOF7wi7uF23cqEyDukg4wDfgIADwO3MmjWLu6Vfv35yb8ebsZYcUpar2EgwXSUhgQyGznuIqtWUkCDeLgAAAKRjyzgEDzionYxD8AcGSXuOIuMAr4OAA8DtDB06NOGWO+64Q+7teDmnE2RZuYpRzAGqEkxXUaspJaXzNhxWK3pwAACA92AZx32f1oixuGPGIezIeRlmx+p0mBgP3gQBBwCA8wmyGRkZ0kxXmb+/XqRyFY7r/IMZq5UMBlKpOo9CAAAAPEJAWKR4i4uXccg2OzYjg6SqzwUQGwIOAAAiZ+UqrCWHRqMR6Y5sukpYUK/axlaRylW02pvPMEplm4cZrdZ+gqzVShoNjqkCAAB0roOMg+O4jFu626HDbnaspBmH0YiMA7wDAg4AgJuclqtwHCdeS46woF6Z4/uLWq7CnmEsljYXlUoymchgaBNzsGOqeLwBAADoVHsZR2lpqeGW0u6XgLK5Ksg4AHoMAQcAQBtOy1VEnSArdrmKXk90q+co+ychgZRK0uvJZGrThZSVq2g0KFcBAACvcmJmuOBtR1NSUkSqVUHGAdBjCDgAwLPpo7OzJ6+vq2kQcE1WriLlBFkJylXUatLrb/6jVt+8yGKOtmdWiOOQcQAAgPdoMBUS0fnCd4TNOJRKpWPGIVSHcmQcAD2DgAMAPFhdTYMiPKSupiF/fpEpb7+AK0s/QVaCchWnbEc57MpVNBo84QAAgDcI0SQNTltFIsyOdcw4BCRdxpGff/tLZBzg4fzl3gAAQM8pwkN062Yd/uwYl3eAyzugSY0TcHHWkoOIHA+garVa9i1hsXIVIiqwNhZYG3efac4c3z8sSIokWq0mk4l0utt9Rlm5CseRySTB/QEAAEQUokm6drZyYNJiwVe2Wq1Wq1WpVDp+/mHXZDQhIUFtO0LZNezBhss7UPx6SeIbTypjIlzZartYtapOd/NLlnHQrRpXAI+CgAPArfXu3bt3795y78KtsXZcdOshQHB6vT4lJYVfVcvKVdi3xLhjsip40pDAPxy+yMpV1sXdKcZdHCmVlJ9PGza0OazKcaRS2Z/vAAAA8DhipBtEVFpa2l5ZCsdx/IzDYDB0N+CgthlH9LQxIj3tOMk42NMAMg7wNChRAXBr1dXVFy5ckHsXHkCs93sikrVcRbJ0g7GVq/ChXAUAAEBGtlqVI5/9IGxBbhtabZtaFSIyGPD2Dx4HAQcAQOecTpBl5SpCtROzYytXkZ5aTRaLfUsOPOQASCk3N3fUqFETJ06UeyMA4BaQcbiJiRMnjho1Kjc3V+6NQLtQogIA3kkfnc06dCjCQwRb01m5SkZGRnl5uUjlKnJRKslksi9XMRjIaES5CoAUFi5cmJ6eLvcuALycZUFsiCbJxdKVhIQE/ucfdmUpRKRUKrVaLXulKzey1aqIemrVvlaFCLUqfF999RUR5eTkNDU1yb0XcA4BBwB4If50FWGbcrFylQ0bNtieZlhLDo7jTOJ345xmupCsDJLmZAcrVyGynx+n0ZBWi+ccAADwbOcL37l2tpJNkHUl41Cr1XadNewCDtaFNN/uZESPaFLjxE03GK2W1GpSqW5fQcYBngMlKgDghdjZjehpY9hwNcEnyDrOhOM4TryWHAwbHFtgbZy/v762sVW8G/Hp9ShXAQAALzQwafHApMUs42Axh3iMRqOOfybC/SmVZLG0uYL3fvAQCDgAwDux6SqsYJXLO5A/v0jAxVlLDpPJpOT91Z+15MgQ7e0/WRW8Lu7OsKBebLqKSHdxxMpV2uY5ZDCQSkVi5jkAAADismUc5wvfuXJsn6j3QsYBIA0EHADgtVjGoVs3i4isB6uyJ6+vq2kQcH21Wu2YcRgMBvEyDnmnq9hlHJiuAgAAns6WcfySu0jwjEOr1fIfEsTIOLInrxex5ygyDvBACDgAwMspYyIWbZ9na8kheLmK9BNk5ZqugnIVAADwPsJmHKznKJOSkmL3QYiwGYcpb7/oc1WQcYCn6b106VK59wAe49ChQ/7+/rGxsYKsZjabiUio1cB39OC/nKD+gf+lGRHUP/C46SfrwSoiUsVECrUfhUKhVqv9/Pz4TcXq6uq2bt1aX19v13jM0ykUNH06hYYSv4Eax9GGDTR9OikUsm0MGLPZfP369YceekjujYBLhH23BYBO9Y16hIguffOPq8f2B6qiAsJ6/pCgVCrVtyiVSoVCMX369K1bt9bV1bEXHDlypLy8fPr06a5vmz3MHDf9VFfT0HixScBnmzYUCtJq6c9/vn2F48jPj7zrCadb8G7rznCCA0BEV65cOXXqVG1trdMvPZcn/ly2lhxExOUdELxcRa/XWywWKctV+KaZLrAWpBJAuQoAAHifEHWSSLUq7LCnSOc4bO3GxJ2ugnMc4DkQcACIiOO4kSNH2s5J2X3puTz359KkxnlTuQqD6SoAAAAuCgiL5Gcc12orBVxc7Iwj48giQZbqCMs4+G/8eNcHt4SAAwB8C5sga5uuIuzibLqKXcbBpqvwC1iEZTddRcqjHJiuAgAAXoOfcVTpZ3pQxiER9saPjAPcGwIO6J7c3NxRo0ZNnDhR7o0A9By/XEUMTstVdDqdBNNVahtbC6yNKFfxQRMnThw1alRubq7cGwEA8GDIODqBjAPcHgIO6J6FCxf++OOPX331ldwbAXCVqEc62UOMVqu1XWEtOcR7jmHTVZKVQYRyFZ/01Vdf/fjjjwsXLpR7IwAAno1lHCHqpGtnK13pNuqUZBmHuHNVHDMOz4ppwKsh4AAAEIXTchWj0ShqSw6UqwAAALgoICxyYNLi+z6tEWNxCTIOfXS26LNj7TIOoxEZB7gJBBwAALcJ3nZUr9ebTCb+RdaSw6fKVYxGabYAAAAgDMHPbvCJnXGwRmPIOMA3IeAAcC9r1qxJTEz84x//aHe9rKwsMTFxzpw5ki3ig/TR2WJMkFWr1RJPkHW3cpWMDJSrAAAA3CbN7FhkHOCDEHAAuJcjR45s2bJl3z77AezHjx/fsmXLtm3bJFvEB/EnyAq7siwTZN2nXIW15EC5CgAAeDQJeo4K9eEHMg7wWQg4AABu4k+QFXzxDibISlauItJdHKFcBQAAvMyJmeESzFUR8IAnMg7wTQg4wFdwHJdxC8dxcm8H3BSbICvedBWnE2QlK1eRGMpVAADAO1yrrQy4O1Ka2bFiZBxc3gGpMw6NRh73iKUAACAASURBVKzbAXQIAQf4itLSUsMtpaWlcm8HfJdc5SqfaUJFWrwD7JmHNy33ZrmKRoNyFQAA8BgBYZERGZ+yjEOC2bGCZxxEJHXGwXGkUol1O4D2IeAA8FT33XffIAf//Oc/5d6XdxJjuorTchXxMg65OC1X4ThkHAAA4ElYxiHZ7FhvyDisVmQcID0EHACeqtaZy5cvy70vL8Smq+TPLxK2N4fTchVRW3LYkWy6Css4HB97NBqUqwAAgMeQeHYsMg6AHkDAAeAZGhvtO0R+8cUX2x08+OCD3VoEuoJNV7EerBI842BPM1peCYfYLTlsWLrxh8MXd59pFvtejFpNJhOp1bev2MpVAMCO2WzOycnJycmReyMAIB1kHO6P/WY2m81ybwTa5S/3BgDscRwnRo8MfmNRMZqMJiQkqPl/despPz8/Irp+/brd9ZMnT9pdefTRR11fBLqCTVcpfr2EZRzR08ZoUuOEWpyVqyiVSn7FisFgMBqNdk85wsoc33/36aYCa2OB5eqkwX1EuosdpZLy82nDhjYVK6xK1+5xCACIKCIiQu4tAICkWMbBL1lljwd6vd71xdnTC5d3gMs7IOCTjD2Wceh0ZHveZhmHxSLWHSUUERFRVVUl9y6gIwg4wO2wbqCi3oLjOMEzDoPBIEjAcddddxHRvn37Ll26dMcdd7CLly9f/uSTTyReBPgU4SGJbzx5+LNj7LGAbj0lCIJlHAkJCRreYQZWrqLVagV5pnHEpqsQkZTjY+lWuUpCQpuDG6xcRaslcX5WAM8zYcKE9PR0uXcBAJ04MTM84O5I1doyAdeUIOMQMd1g2Aca3phxJCYmElFOTk5TU5PcewHnUKIC4F5GjhxJRJcvXzYYDOfOnSOiysrK3/72t2fOnJF4EbDDJsgmvvEkEXF5B7Inrxe2XEWtVks8QZbkm66iVjuZIGswoCUHAAB4DNvsWMuCWGFXFrtWRZB1OsEyDrvCVJUKDcZBbAg4ANzL7NmzBw0aRETvvPNOeHj40KFD77nnnt27d8fHx4uxyNixY3EEuluip41hLTnqahry5xcJPl1F+gmycmEnWO1OaxkMePgBAADPwJ8deyb3FWEXFzXjkIjTjAND1EBkKFEBt5OQkCBGiQq/LEWtVgtSTsKXkJAgyDrBwcE7d+6cO3fut99+e+3atZqamkGDBqWmpqrVak2XmzF2fZH6+np2xAO6jrXkELVchW6dR2XELlexM39/feb4/mFBoifgrFxl2DDS6W5fRLkKAAB4CpZxVOlnNnCFRDR44SoBFxe1VkUiTmtVNBp03gLxIOAAtyNG+sDwAw53fm944IEHjhw5UllZeerUqXvuuWf48OHs+o0bNyReBNrDylXoVqeuI5/9oFs3SxEeItT6er0+JSWF/0xjtVqNRiOJ/1hjm66SrAqWpvmoVktqdZtPdFi5ChEyDgAAcHdekHHoo7PVqQ+LVbqCjAOkhRIVADcVGRmp0WhswYTYi1RUVBQVFW3atOnHH3905Y4+RZMaxy9XOfLZDwIu7liuwlpy8J9yxJA5vv+kwX1qG1sLLFcLLFfFuxEfylUAAMBzsYyDiBq4Qo+rVWHFtqLPjs3PJ6329hXUqoBoEHAAAL366qtKpTIpKSk5OXn06NFo3d91rFxFnfpwXU1D9LQxwi7OylXsKrY4jhM142DTVZKVQbWNrQXWRnagQ6R78bFyFbuMgz3/eFbFMQAA+KCAsEjVmjLywIyD30BdkAWdc3ybR8YB4kDAAeDrmpqa3n777eeee85oNKalpfXt2zc3N7e0tFTufXkMVq6iTn1YpPX1er3jdBWNRiNepzGWcayLuzMsqBcrV9l9plmke9nR6zFdBQAAPJIEGQf/ioAZR/S0MYlvPJlxZJEgq7VLqaSUFGQcIDYEHOArWO9SRqiGoF3k7+/fwZfuYOnSpX/9619TUlJyc3O1Wi0R7du3r9M/5f4/l5REHbrGHmv4vWkkmCAbFtQL5SoAAABdx884zhe+I+ziSqXSYrHwrwibcQiyTieQcYD4fPovJOBTxOtd2oGJEydWVlaGhoY6/dJ9LFy40Pbvv/nNb9asWdPxaBVP+bm8iVKpzM/P37BhA79ixWAwGI1Gu2OrAmJHOcKCehVYGwusjbvPNEs5XYXIySMQpqsAAIA7YxmH5aVYFnAMTFos4OIs41CpVLYrHjlXJSWFiPcej56jICic4AAQUVBQUERERL9+/Zx+6Sb8/f2HDh3K/5I6G7biET+X7PTR2cL262ItOfLz8/kXUa4CAADgVmznOM4XvuNZ5zgkgnMcICYEHAC+rnfv3vwvMUdWELae5NmT19fVNAi4slardWzJgXIVAAAA9xEQFjk4bRURCR5wkFQZh+Cf07SBjANEg4ADAEB4/AmyivAQYRd3nCBLRAaDQaVSSTldRaQb2cF0FQAA8EQhmqTBaavu+7RGjMXFzjjY5HvRZ8ci4wARIOAAABCFbYKsGIs7nSDLylWMRqMYd6S25Srr4u4U6S5OoVwFAAA8TogmSbzFxe45apsdK27GgdmxIDQEHAAAYmETZMVb3+kE2YyMDAnKVcRbvz0oVwEAAODzhoyDCBkHCAsBB4BPs2vA0el1cDeO5SqsJYdGoxHvphIMUnEK5SoAAODRPKvnqMwZB8eJeEfwXhgTC+DTfv75Z7srU6ZMQZ9RUWVPXh89bYyAJztYuQrdmhXHcBynUqn4E2Q5jistLWX/npCQIPjU5N1nmicN7iPsmk7p9ZSS0ubTHVauwr4FAADgnk7MDGf/4kGzY6OnjSGi4tdLuLwDRCTiuVS7+fBWK+l0lJ9PQj+ugNfDCQ4AAOmY8vbX1TRweQfy5xcJu7LTchX+BNnS0lLDLbakQyjTTBcwXQUAAKADLNfwuNmxcp7j0OlwjgO6CwEHAIB0NKlxunWzFOEh1oNVgk+QZeUqEk+QJaLaxla3mq4iWpdVAACAnhuYtNiWcQi+ODIOAAYBBwCApJQxESzjqKtpyJ9fJOyDgowTZN1nukpGBlpyAACAO2IZhyfOjkXGAZ4CAQcAgNRsE2RZuYrgGYfTCbLijY9l5J2uotXevsJacqAFOwAAuCFhG3DYQcYBgCajAAAysE2Q5fIOcHkHjnz2AzvWIdT6er1+2LBhOp3O6Xe5tk8JQvUclXe6ilLZ5nGI40ijQXsyAADwLd7cc1Svb/OBBoAzOMEBACAbTWrcou3zRCpXKS8vb+9bHMcZeATvOcp3tK5FvMVtWMbhWK6i06FcBQAA3JqH9hwVMd1gHM9xoAYVugABBwCAnEQtV5HdNNOFP//7ssTTVfhHNmzlKgAAAG7oxMzwBlOhx2UcGUcWCbJUJxwzDqMRGQd0DAEHAIDMWLmKOvVhIuLyDgg+XUUu/Okqfzh8sbaxVYKbKpWUn28/XYXjMEEWAADc0cCkxdfOVjaYCq8c2yfsykqlMj8/n39FgsFqwkPGAd3Ue+nSpXLvATzGoUOH/P39Y2NjBVnNbDYTkVCrge/w1v9yVDGR46dFHTf9VFfTcNz0U9yzDwqwpkqlvoWInA5SMRgMCQkJ/OGyQunn7/dAaMD9oQHf17VYLl0/cO6aqr//IPH7dCgUpFaTWk2lpVRXd/NiXR1t3Ur19V7eksNsNl+/fv2hhx6SeyPgkkOHDn3++ecbNmzYsGFDSkqK3NsBABH1jXqEiC5984+rx/YHqqICwiIFXDw6OlqpVG7dutV2heM4Pz8/QRpvSUetJj+/201G6+rIapXrHX3u3Lm5ubm7d+9+6KGH8G7rnhBwQDcg4AB34MX/5QT1D/wvzYjGi026dbNcX02pVKp5ysvLOWcdyK1W6yuvvKJQKFy/o1ODgno9fHefny9dt1y6/n1dy+WWGw+EBoh0Lz6lkqZPp61b22QcHEd+ft6ccSDg8A6HDh0KDQ3NyspKT0+Xey8AIDqJMw6r1VpfXy94xmHK26+KEXLnbbhNxhEbGztjxoz+/fvj3dZtoUQFwMudO3du2bJlTz31VExMTHJy8rZt2+TeEXTENl1FMlarVaPRiHpmNSyo1yv/1U+WchWTyb5cxWBAuQp4gKFDhw4dOlTuXQCARAYmLWa1Kr/kLhK8VkWr1fJrVdjkeGHf9/XR2VLMjuVX3MhUq4Jfzu4PAQeANzt69OjYsWMzMzNNJlNFRcWmTZumTp2KjwTdnIDDYtuj1Wr5NSlWq1XsutywoF7JquC3xvcPC+r1fV3LHw5flHK6isnU5qLVShoNCngBAMCNhKiTPDfjWLR9HhGJnnFote6QcYCbQ8AB4M1efvnl06dPz58/v76+vra2dvv27cHBwbm5uXv27JF7a9A9wj4xKJVKk8lkaHu2wWAwqFQqp306hPKAwj9zfP/7Ff61ja1STldRq51MkDUY8FAEAADuIiAs0nMzDkV4iC3jEGTBdjlmHHg7h7bQgwO6AT04PEtNTc3LL788ZMiQXbt2BQYGEtHIkSPr6+v37ds3fPjwxx9/XO4N9pAP/pejj862HqwiIherW209RxMSEqKjo9VqtZ+fH78xR11d3datW8UozbVhnUf7+fuVnbv2fV3L0boW9qVIt7NRKGj6dAoNJX4fEo6jDRto+nQSrQOJ1NCDwzsI+24LAJ6id787A+6O7N3vTtaP444JT/Xud6eA69v146irqxOwH0dQ/8Dx06KeflWApToRHU1KJfG6ikjfYQvvtu4MJzgAvFZVVRURPfbYYwEBt3s6DhkyhIj+85//yLYt6D7+BNmeL6JW62+xPcro9XqLxeJT5Sp2LTlQrgIAAO6Df46jSj/zWm2lsOuLfY5DkHU6Z3eOgwjnOMAGAQeA1xo3btw333yzYsUK/sWSkhIiioqKkmlT0BOa1LhF2+fZzn8Kyx3KVR5Q+It3Izt6PcpVAADAfXl0xiEdZBzQDgQcAF4rMDAwJiZm2LBhtiuZmZklJSWDBw+eOXOmjBuDHlCEhwgyO9YppVKp1+vtMg42XcXpZFmhsOkqn2lCxbuFU5iuAgAA7oxlHMFRcZ6ecRS/XiL4mrdptfZdxJFxAAIOAB9x9uzZpKSkZcuWhYSEFBYWhoRIdYYQhCP2yU+n5So6nU7schXxFu8AylUAAMCdBYRFDk5bxTKOgDCXOnA5Jc3s2COf/SBuxsG6iPMh4/B5CDgAJFJbW7tly5bly5c/9dRTsbGxc+bM0ev1p06d6sFSHMetWbNmx44dXXz9pk2bxowZU1RUNH78+P379z/22GM9uCm4J9Z8VCisXEWr1d5e32o1GAwajUbAu3RKsukqKFcBAAC3xTKO+z6tEWl9aWbHip5xKJXIOIAPAQeAFDZt2jR8+PDExMS33nqrpKTEbDYXFBS88cYbo0ePfv755+vr67u12saNG9PS0rKzszt9ZWtr64IFC5KTk69evfruu++azeYxY8b09IcAt6OPzi5+vUTwCbKO5Socx4ndkoOvwNr4h8MXaxtbJbgXylUAAMBtiXF2g0+a2bHIOEBKCDgAxHX9+vWXXnopOTn50qVLQUFB8fHxS5YsWbly5QsvvBASEnL9+vWPPvpo+vTpTU1NYtzdYDDk5eWNHTv2u+++W7Rokb+/dK0cQWx1NQ3q1Ifrahq4vAPCPjewjMPUtq6VteSQoAnZ0boWTFcBAACQBjIO8DIIOHxac3Pz2rVr586dO3Xq1AULFnz99ddy78gLrV+/fu3atUQ0cuTIo0eP7tmzZ+XKlUuWLPnggw/Ky8unTp1KRBzHLVu2TPBbV1VVrVy5ctCgQbt377733nsFXx/kpQgP0aTGsc6jRz77IXvy+rqaBgHXV6vV0k+QJUxXAQAAaJ9lQaxn9RxFxgESQ8Dh0/R6fX5+/pAhQx555BGLxbJkyZK9e/fKvSmvcuXKFXbUf9SoUQcOHBgxYgT/uwqFoqio6P777yeijz/+uLVV4AP5O3bsaGxs9PPzS0tLm93WF198Iey9QC7KmAg2QbaupiF/fpHg5SqyTJDFdBUAAABHlgWxnjhXBRkHSAkBh++qrq7evXt3UlLSihUr/u///m/VqlVE1PW+ldAVq1evPn36NBEtX758wIABji8IDAxMS0sjol9++aUH6VJFRcWLL76oUqmCg4OHDRs2e/bsn3/+2fbdw4cPE9GZM2cKHRw7dqznPxW4GTZB1lauIkFLDgnKVTBdBQAAwE5ExqcBd0ci4+gIyzj4BzKRcfgYBBy+y2KxENGvf/1r9uXo0aP79u178eJFWTflbVjVT0RExO9+97v2XpOamtrc3NzU1BQfH9+txa1W67hx4z788EOr1drY2FhRUVFYWBgdHX3y5En2gpycnBvteO2111z5ucDdsHIVderDRMTlHRC8XMXpBFkJylXsYLoKAAD4soCwSFvGIdLsWP5HGizjMBqNgiwuacZhMiHj8FkIOHxXfHz8/v37o6OjiailpeXDDz+8cuWKWq2We19e5ccffySimJiYjrt7BgQE9OnTp1ev7v3/8fjx43V1dS+++OKuXbt27do1b948Irp48WJWVpYrewbPpUmN875yFT42XUWae6FcBQAA3BDLOMSbHWt3bNNqtWZkZHAcJ8jiyDhAAgg4fFrv3r2JKCcnJyEh4cMPP3ziiSd++9vfyr0p73Ht2jV2TEalUol0izfffPP999+fNGnSpEmT1q1bFxcXR0RlZWUi3Q7cn1zlKkI9+nSATVT5vq5l/v56ySbItleuItCnWQAAAN0m9uxYx4xDp9MJm3EowkPkyTh0OhHvCO4BAYevqK6u/ojn22+/tX0rJiZm/vz548aN27VrV15enoyb9DJ1dXUtLS1E1K9fPzHWDwkJWbx4Mf/K7NmziaimRqxQHzyCLOUqOp1Ogukq6+LuDAvqVdvY+ofDF+UtV8nIwOdAAADgtcTOOHTrZsmTcRiNyDi8nnQT+EAo5eXlBw8efOKJJ0JCQuy+dfHixZMnT1ZXV4eFhY0cOZLf1dJiseTk5Ni+/J//+Z9x48axf4+Li4uLi9NqtWlpaZ988olOpwsMDJTgB2mP9WCV5WA32iZpUuPsrvA/te74u2Ksb3PXXXf17dv3ypUrFRUV3bpjF40ePTooKIh/JTQ0lIhYqgI+TpMaN35aVP78orqaBkW4/e8KF7FylYyMDFtdLmvJYbVa+f3JBBcW1CtzfP/dp5sKrI0F1sajdS2Z4/uLdzsb9oCUkXH74AZrycFxlJ/f5sEJAABAepYFsaq1Ah/g1ev1RGSLOVjGkZ+fL0g9O8s48ucXJb7xpOurdYS9hWs0t+tL2Xu5mI8rIC8EHJ7ngw8+2Llz5/Dhw1n7DJvPP//83XffvXz5MvuyT58+L7zwQkpKCvvy4Ycf3rVrl+3FgYGBGzduLCkpWb169R133EFEfn5+8fHxBw8ePHXqVFRUlFQ/jROWg5Vc3oGuv94xYuD/8Y6/K8b6Nn5+fsOHDz969GjHHQrOnDnz3HPPEdH8+fM76EXqyHEsy40bN7r+x8Hr2T4hEWNxVq6iVCr5n/AYjUaO40wmk1K0v/SHBfVKVgXfHxqw7PBFVq6SOb6/BCNXWLmKUtmmYoXjSKOh/HxC8yIAAJALmx1bqf/vyIy/C7uy2BkH68chOmQcPgYBhye5cuXKxx9/vHPnTsdvHTly5M0337xx48YTTzzx4IMPnjhxYsuWLatXrx40aNBTTz1FRP7+/o4nPv7973+XlpY+88wzti+JKDw8XOSfoxOqmEhKdWkFdji/Z991fX2+ESNGHD16dN++feXl5cOGDXP6mn379u3evZuIli5d6uLGAOyIlG4wLONISEjQaDS2i6wlh1arZU9FImHlKn84fJGVq0wa3CdZFSze7RiWcaSktHlGslpJpyOtlsT8cQEAANoVkfFplX7m1WP7z+S+MnjhKmEXFzXjkA4yDl+CgMMz7Nu3Lzc3t6Kiorm52ekL/vKXv9y4cWPWrFmvvvoquxIREZGTk/OXv/yFBRyOJk6c+MEHH6xaternn3/+1a9+tWfPnpKSkkcffZSVObSnurrabDbzr0yYMKFHP1O7lDERypgIV1bo4FRFp991fX2+pKSk4uLilpaW7OzsVaucv+X87W9/I6I+ffo8+uijLm4MoCuELVpRq9UWi0Wj0dhOKrFyFbr1VCQSNyxXMZkkuL89u1/I1dXVd911lwz7AAAAmbC5KlX6mQ1cIREh43AOGYfPQJNRz3Djxo2Wlpbw8HClUuk4cLS5ufnQoUNENHfuXNvFpKSkwMBAq9V65swZp2sOHjz47bffDg0N/eijj15++eXNmzc/88wznbYJNJvNOTybN2927SfzcrNnzx47diwR5eXlbdq0yfEFn3/+eWFhIRE9/fTTwcGifwQNQEReM0GWlau8Nb4/ucF0FY6TZ4Ls5s2b+b+T7fIOAADwBSzjCLg7soErPJP7iuDri9pz9PZdorOzJ68Xds02nPYc5Z1CBe+AExye4dFHH7V9vL9kyZKvv/6a/93Tp083NzffddddgwcPtl0MDAwcOXLk999/X15ezr/OFxMTU1hYWF9f39DQMHjw4ICAgE53kpiYmJ6e7sKP4lv8/PwyMzOnTp3a1NSUnJz87bffJicnR0VF9e7d+8KFC++9996bb75JRAMGDFizZo3cmwWfYMrbzybIkhCnmWxYuQrxPuEhHyhXSUggna5NuYpGI3W5SlZWFv/LnJycpqYm6W4PAADugWUclpdiPfQcBzteWlfTkD15vYi9ORzPcbAPKCwWse4IksMJDm/wn//8h4juvvtuu+vsCvtuB+68887IyMiupBvQA88888yWLVsUCgURZWVljRs3TqFQREREDBgwwGAwtLS09O/f32g02rU+OXfu3LJly5566qmYmJjk5ORt27bJtH3wNvwJsoIv7nSCrMFgEHuCLCtXSVYG1Ta2FlgbRb0Xn1pt/1EQK1fBp0EAACC9gLBI1ZoyIvLEcxy2zugs4xBkTeccz3FYraRSiXhHkBYCDm/Q2tpKRI4JRZ8+fYjo2rVrMuwJeKZNm3bo0KEpU6awuSeXLl2qrq4mot69eycnJx8/fnzq1Kn81x89enTs2LGZmZkmk6miomLTpk1Tp07lH5xBGgWu0KTGLdo+L+PIIjEWl71c5TNNR12EBMcek9ykXAUAAHwcP+M4X/iO4OtLk3GIPl0FGYdXQ8DhDVjA0d51Pz8/abcDTqhUqs8///z8+fMWi2Xz5s1///vfv//++8uXL2/cuNFxbM3LL798+vTp+fPn19fX19bWbt++PTg4ODc3d8+ePewFq1evvnHjxpdffmn3B1NSUm7cuNHQ0CDFjwSeTILpKnYZBytXETXjIKIHFDLUXbJyFbsOo6xcReSTKwAAAPZsGcf5wnc8MeOQdHYsMg5vhIDDG7DP869cuWJ3nVVi49N+t6JUKhMTE2fMmBEVFRUYGOj4gpqaGo7jhgwZsmbNmqCgICJ6+umnFy5cSER2vVcAhFVXI2Q05rRcRaPRiF2uIhe1miwWJ+UqXvrjAgCA+/LojEM6LOPg9xBBxuEVEHB4A9Zro7q6+saNG/zr5eXlRBQWFibPtqBHqqqqiOixxx7jJ1NDhgyhLrRTAXBF/vwiYTMOVq6i1WptV6RpycE3zXRByukqjuUqBgPKVQAAQGqs5ygh4+iYUkn5+cg4vAwCDm8wePDgvn37Xr169fjx47aL58+fr6ys9PPzGzZsmIx7g+4aN27cN998s2LFCv7FkpISIoqKipJpU+D9WLohxgRZx3IVCVpy2IQF9WLTVQosVyW4ndMJsihXAQAA6fWNemRw2iry8IxDitmxTjMOfDThsRBweIPevXvHxcUR0XvvvWfrx7Fq1arW1taoqKiBAwfKujvonsDAwJiYGH4slZmZWVJSMnjw4JkzZ8q4MfBuiW88qU59mE2QFSPjMLXtUSFZuYos01X0epSrgKuqq6uLi4uLi4vl3ggAeLAQTRLLOAYmLRZjfbEzDv7sWKHWdMJpxsEfJcvDfjObzWYR9wOuQcDhJVJTU/v06fOvf/1rypQpy5cvT0xMLCkp8fPzY70bBFRcXDxx4sSJEycKuyw4dfbs2aSkpGXLloWEhBQWFoaEiNgYEnycIjyEP0E2e/J6YctV1Gq1XBNk3We6iqjlKnPnzp04cWJubq4oq4PkzGZzWVkZK1oEAOixEE3SfZ/WiLe+98yO7VrGUVVVVVZWJuJOwGW9ly5dKvceoHt27dpltVqnTp06ePBg20WFQvHQQw8dO3asurr6p59+unjx4pAhQwwGw8MPPyzgrQ8dOhQaGpqVlcUfWdpjLPuMjY11fSmvtGnTpilTphw8eHD8+PHbt2+PiYmRe0fuAv/liEcVEzl+WtRx0091NQ3HTT81XmxSxUQKtbhCoZg+fXpoaCj/uYfjuA0bNkyfPl2hUAh1I0eDgmRI8xUKUqvJz4/4j3l1dbR1K9XXt3mIEkRsbOyMGTP69+9//fr1hx56SODVQVqHDh26//77ly1bhl90AOD+1Gq1n5+f7c29rq6utLRUqHf2oP6B/6UZwZ5Mjnz2Q9yzD7q+pnPsbfvbb2+HGuw9e/p04v0gsbGxv/71r6urq/Fu67ZwgsPzrFixwmw2R0dH210fN27cpk2bdu/e/dFHH5WUlGzduvWxxx4T/O5Dhw4dOnSo4MsCX2tr64IFC5KTk69evfruu++azeYxY8bIvSnwFezTElHLVZxOkPXW6SqSlavglzMAAMjF8RyHgLPhpT7HwWuO3kGtCrgtBBzepn///qNGjQoNlfQwNgjLYDDk5eWNHTv2u+++W7Rokb+/v9w7At8idrmK0wmyRqMR01UAAAAkIE3PUU/NOOy6hSPj8DQIOADcS1VV1cqVKwcNGrR79+57771X7u2A79Kkxi3aPo89TOTPLzry2Q8CLs4myNo9CRkMBgEfhjqG6SoAAOCbomTNEwAAIABJREFUTswMl2yuiqdmHCkpyDg8F3pwQDccOnTI399fqJJgdFJw6tNPP928eXP//v2PHTv2aVt9+/a977775N6g/PBfjmRY4WtQ/8Djpp/O/HhW8JYcdlW7RGS1Wrdu3Sp2Sw4ievjuPv38/crOXfu+roWIHggNEPV2jFpNWi1t3Up1dTev1NURx5Gfn2AtOcxmM6qCvYCw77YAAHauHtt/9dh+Iuob9YiwKzv24xDwbV3SfhxKJYWG3m6jxe/HwXF+GzYMPXky8uef/Yha77lHrG1Aj+AEB4B7OXz4MBGdOXOm0MGxY8fk3h34HFu5CmvJkT+/SNj1nZarSNCSg01XSVYGEVGBtRHlKgAA4CMGJi1mU2Mlmx3rbec4SksnfPnlIzt3BmVl9d67V8Q9QI8g4ABwLzk5OTfa8dprr8m9O/BRmtQ49jyhWzdL8MVZuYqad4ZBmgmyRJSsCl4XdyfKVQAAwKcMTFos8exYb8s4wI0h4AAAgM4pYyIWbZ8n1uJKZX5+vt10FYPBoFKpxG7JERbUK3N8/2RlUG1ja4G1UZqMgyScrgIAACA9b844jEYR7wguQ8ABAADyYxNkTSYT/yLKVQAAADyUZBmHIAu2yzHjAPeGJqPQDYcOHfrll19CQkKqq6uHDh3q4mpoFQk9g/9y3Ef25PWsC6lQCyqVSq1Wu3Xr1rpbfTjr6uo4jvPz81ML1YezHQ+EBkwaEnjg3LXaxtYD565dbrkhQedRhYLUavLzI16j1ZuNzBQKio7uxlJms7m6utpsNvft2xdNRj0dmowCgPSuHNsXECZYK3FGgp6jT7+qdn2pThw5QuXlZLXebhLO06uiwn/vXvYPeo66A5zggO4xm82bN28uKyuTeyMAID82QdaUt1/ANR0nyJJPlqtkZHSvXKWsrGzz5s3V1dVC7w4AALzfiZnhv+QuunJsn+Ari32OQ5B1OlFaSgaD09OV/nv3BmVl2f5Bz1F3gIADuicxMTErKys9PV3ujQCAzOpqGmzTVQTPOOyeh+jWI5FR5MJXx3IVUW9n41iuwlpydL1cJT09PSsra8KECaLsDwAAvNrApMXXzlZ6YsYBYAcBBwAA9IRtgiwRaVLjBF/f6QTZjIwMKaerrIu7U+x72XQwXYVfwAIAACA4NjvWCzKO7MnrRe/KAe4NPTigG4StCkYnBegZ/JfjVlQxkWKkG4xCoZg+fXpoaCi/fJfjuNLSUrVaLUgFb3v6+ftNiwwSb/32qNWk1dLWrbfrfOvqqLSU6uupK01IzGbz9evX0YPD06EHBwBIr2/UI0R06Zt/XD22P1AV5Vn9OBiWbhw3/SRsgzAiIpWK1Oqb/xDZTle2xMc3z5nTEh/P/rkeH48eHLLzl3sDAAAA7WLlKkTE/+SH4ziNRmMymfjnO7wGK1fJyLg9h46Vq3Ac5eeTN/7EAADgFkLUSUR0vvCdX3IXDVqYzSIPAdm9obNzHAK+m+vWzcqfX8QahLEZK4IsezvXsLkV07TExzfhuICbQYkKgIiuXLly6tSp2tpap196DR/5MaHr8ucXCbug03IVCSbI2pm/v16azqNOy1U4jjQaTJAFAACxBIRFhqiTbLUq12orBb9FSkqKNLNjJeo/Cu4HAQeAiDiOGzlypK0QzO5Lr+EjPyZ0nfVgleBFsGy6Cn9YrNVqNRgMkmUcBZarUk5XYRmHyWQ/XUWj6d50FQAAgK7jZxxV+pmCZxxKpVKCjCPjyCJBVgNPhIADAACExD42EWmCbH5+viwTZIlIlukqajWZTG0OxrJyFY1GmvsDAIDP8YKMQ5B1wEMh4AAAACGxD09EnSCbn5/PvyhZuYpc01Xy852Uq3R9giwAAEC3sIwjOCrOQzMOcSUkmJ9+et8TTzQuXXo9Pl7u3YA9BBwAACAw/gRZLu+A4OUqWq3WsSWHNOUqEqcbjK1chc+xXIXj6MsvY3fseCQrK3DvXjQRBwCAngsIixyctsprMg4hn0PU6rKnn973m980LV3agoDD/SDgAAAAUWhS4xZtnydeuYrJZJKrXEUWajVZLPYtOQwGysigjAyyWqm0lL78csLOnY9kZQXt3du7oqLXxo19ZNsuAAB4OLuMQ/D1Jcs49NHZbLqKsMuCe0LAAd1TXV1dXFxcXFws90YAwANIUK5il3GwZyOjbcKqJKScrmIy2ZerGAw3u3Ls3Vttu1hR0eull4Jfeik4KytQgo0BAIBXsmUcqrVlYqwvQcZRV9OgjIlgn7Ug4/AFCDige8xmc1lZWVVVldwb8Vpr1qxJTEz84x//aHe9rKwsMTFxzpw5brImQBeJXa7idIJsRkaGd09Xscs4iMhqpV27htq+3LixD6tSycoKwjkOAADosYCwyMiMv4u3vgQ9RxPfeBIZh+9AwAHdk5iYmJWVlZ6eLvdGvNaRI0e2bNmyb98+u+vHjx/fsmXLtm3b3GRNgG6xK1c58tkPAi7uWK7CWnJoJJk1YjddpbaxVYKb6vX25Srtueee1jlzmkXfEAAAQE8h4wABIeAAX8FxNyvVMzKI4+TeDYDvYeUq0dPG1NU0mPL2S1CuwnGcZBNk2XSV2sbWPxy+KOVRjk4zjjlzmtFzFAAA3BwyDhAKAg7wfrb2e6xS3WCg0lKyWknaIn0AuF2uwlpyCL6+03IVaSbIhgX1yhzfP1kZJGW5Snl555Nis7KCWM9RCfYDAAA+wrIg1uPmqiDj8BEIOMDL6XQ32+/xfzdaraTTkU5HUhXpA8BNLOPQrZuVcWSRGOuzchW5JsjKUq4CAAAgJcuCWA+dq4KMwxcg4ABvlpFx85iG3XkNo/FmlYrB4D3nOO67775BDv75z3/KvS8AJ5QxESIuLusEWVnKVQAAACQTkfFpwN2R185WWhbECr44Mg5wEQIO8GYpKZ0UqCuVpNVKsxfR1Tpz+fJlufcFIIMOJsh6U7lKQgIZDJ38Epszp3np0sb4+Osi7QEAAHxNQFgkyzg8dHYsMg7vhoADvBbH0YYNpFZ39Bqt1mN6jjY2Nnb8gi+++GK7gwcffNCVNQEko4/OlmaCrDeVq6jVlJLSSRuOvXv958y5Fh/fIvjdAQDAZwWEiZVuMMg4oMfQVh3cDsdRaakw63SaXLBfm2q1AHdMSOgkTOkiPz8/Irp+3f7j1pMnT3b8Bx999FHB1wSQjG2CbPS0MZrUOKGWZeUqGzZs4D8kGQwGo9Fo16pDDMmq4ElDAv9w+CIrV1kXd6fgt+j0F11FRa+9e/0xKRYAADwLyziIyPYOzjIOod6+WcZR/HqJ9WBV/vyiRdvnub4muAMEHOB22LgTKXUlCumUwSBMwHHXXXcR0b59+y5dunTHHXewi5cvX/7kk0/cak0AYenWzTr82TEu7wCXd0DAgINulasQ7wmJbj0k6fV6rchVaqxcZffppgKrKAemtFoqLyeD4WbBne1HnDOnee9e/4qKXmvWXEW6AQAAnohlHBzHcbee1EXKOHTrZrm+GrgJlKgAuJeRI0cS0eXLlw0Gw7lz54iosrLyt7/97ZkzZ9xqTQBh2SbIijRdxWm5SkZGhmTlKp9pQkVaX68ng4EsljYX77mnddu2y0g3AABAMmdyXxF8TaVSmZ+fr+Z9iih4rQrSDS+DgAPAvcyePXvQoEFE9M4774SHhw8dOvSee+7ZvXt3fHy83SsNBsOAAQNWrFgh4Jpjx46NiBBxvAVAx4Q9u2HHcboKa8mh0WjEu6k09HoiooQEevpp8xNP7GNdRe+5pxXpBgAASMOyILaBK5Qy4xD8RuAdUKICbofNBRCE3XRYp7TaTiatdFFCggCLEFFwcPDOnTvnzp377bffXrt2raamZtCgQampqWq12u5X+dWrVy9cuHDp0iUB16yvr2dHPAC8kmNBLxFxHKdSqSRoyWGnwHI1WRUs4IJqNR09WtbU1PTCC1ECLgsAANCpiIxPq/QzG7hCIhq8cJWwi7OMQ6fT8WtVVCqVxe74IgACDugus9m8dOlSIsrKyhLpFmq1MM0siMho7DzgSEhwu0mxDzzwwJEjRyorK0+dOnXPPfcMHz6cXb9x44ZbrQkgAX10dvS0MYlvPCnUgqwlR0JCgk6nsx1wZZ8FabVa1q1DAtNMF4ho95nmzPH9w4IEOE2Zk5NTXV1tNpsnT57s+moAAADdwmbHWl6K9YKMI3vyet26WYrwEMFXBgmgRAW6LTY2dsaMGXLvoktsLfeUyjanQmynNvLz3S7dsImMjNRoNLYkQuI1KyoqioqKNm3a9OOPPwq4AYAeOPLZD4JPkFWr1XZHNiSbIMusi7szLKgXm64iyIIRERGxsbETJkwQZDUAAIDuCgiLVK0pIyIpa1VUKpWwd2FTYzE71nMh4IDumTBhQmJiogc9Qzttv6dUksnk1umGvF599VWlUpmUlJScnDx69Oj09HS5dwS+a9H2ebYJsqa8/QKu7NiSg4gMBoNKpRKqdVkH2HSVZGVQbWOrIAsmJiYmJiYOHTpUkNUAAAB6wAsyjsQ3nlTGRLAHDwGXBckg4ADvZ2u/ZzDc/Cch4eZIRXDU1NT09ttvP/fcc0ajMS0trW/fvrm5uaWlpa6vfOrUqaKioi1btjQ22s/LbGlp2bZtW1FR0YkTJ1y/EXgT1t5cnfpwXU0Dl3dA8IxDr9fbZRysXMULpqsAAABIj59xnC98R/D1xc442OxYZUzEou3zhFoTpISAA3yFWk16/c1/hOrx0UX+/v4dfOmGli5d+te//jUlJSU3N1er1RLRvn37Ov1THf+Yf/rTn3Q63bZt215//fWwsLD33nvP9q0tW7ZMmjSppqamX79+RUVF7777rjA/BngL2wRZIuLyDgheruJ0gqyU5SoAAADexJZxnC98x0MzDsyO9VwIOABENHHixMrKyuzsbKdfuq2FCxfa/v03v/kNEXU8WqXTH3PHjh29evXas2fPhg0bvvvuu/T09P/93/9ldykoKDAajTt37nzxxRcnT568bNmyESNG7Nq1S5QfDDyZJjXOW8tV7BRYrkp8R3BD1dXVxcXFxcXFcm8EAKAnPD3jaA/7zWw2m8W+EfQYAg4AEQUFBUVERPTr18/pl+7J39+fX8bPDmJ0PGyl0x/zq6+++n//7//Zvnzrrbe0Wu3q1at///vf5+bmfvrpp3369LF9d9q0aWVlZUL9OOBN5CpXMXY6jUk400wXCqyN8/fXC9WbAzyU2WwuKyurqqqSeyMAAD0UEBY5OG0VeVfGUVVVhcdUN4eAAwDa6N27N/9LQebIXrp0ye7Khx9+OGHChOzs7JdfftmxZuf06dOu3xS8kizlKhkZGbJMV8FRDl+WmJiYlZWFHs8A4NFCNElek3GwR4709PSsrCwPmrfggxBwAIDo+Ac0GH9//9TUVCJ67bXXzp8/b/fdoKAgiXYGnsmuXEXYjIOVq2h5XYhZSw6NRiPgXdrDn65SYG1ExgEAAB7NOzIOU95+zI71FAg4AEB0d955p92Vs2fPZmdnf/zxxxUVFUlJSS0tLbZvNTc3BwYGSrtB8DysXMU2yE2CchWO4ySbIJusCk5WBhERylUAAMDT2TKOgUmLxVhfgoxj/LQoViGLjMP9IeAAANElJibyx6ZUVlZOnz59/fr1zz777Pvvv//VV1/NnDmTlbE0Nja+8MILzz77rHybBY/BBrmxBw5Napywi7OMw2Qy2ZWrSDNBloiSVcEoVwEAAO8Qokm679Ma8daXYK4KMg5PgYADwFPZNcsQdU0X7zV27NiIiAidTrd+/XqdTvf8889/+OGHv/rVr4joxRdf/Oqrr06cOHHXXXdNnjw5Kipq1qxZY8aMceV24DtYS46MI4tEWl+tVjtmHJJNkEW5CgAAQBdJmXHUb78e1itcqJVBWPa9/QDAU2RmZmZmZgq75s8//2x3ZcqUKYL0GZ0xY8b06dPLysqmTJkyaNAg/rc0Gs0PP/xQXV1dVVX1q1/9qlcvBK/gRlhLjg0bNvArVgwGg9FotMs+xMDKVYiowNpYYG3cfaY5c3z/sCD8fwQAAMAeyzh0Oh3HcewKyzgsFosg67OMg4i4vAOCLAhiwEMSAEikV69ecXFxdumGzdChQ2NjY5FugCAkmyCLchUAAIAeODEzXLyeo3ZHLwU/x+H/9JXaVhErbsAV+LsEAAB4FX10tmQTZFGuAgAA0F0s2mgwFYqUcTiWlwqbcSjCQ4RaDQSHgAMAALwKf4Ks4Ec5TCaT3VEOg8Eg/XQVVrcCAADgiQYmLR6YtPja2UopMw6dTif4jcANIeCA7qmuri4uLi4uLpZ7IwAAzrEJsqJOV3FarmKr+BUVK1dxvM5+M5vNZgn2AAAA4CJbxiHe7Fi7jMNoNCLj8AUIOKB7zGZzWVlZVVWV3BsBAGiX2NNVnJar6HQ6ycpVHC9WVVWVlZVJcHcAAABBDExaLPbsWGQcPggBB3RPYmJiVlZWenq63BsBAJATe2zSarW2K6wlh0ajkWU/s19Iy8rKmjBhgix3BwAAcEPIOHwQAg4AAPAVEkxX4ThOmpYcfNNMFzBdBQAAwBEyDl+DgAMAAHwCm64iRsZhMpn4F6WcIEtEtY2ttukqe64NlOamAAAAgrMsiL1ybJ/gyyLj8CkIOAAAwCeoUx8mIjEmyKrVanknyNqmqzwWcF6COwIAAAjufOE7185W/pK7CBkHuAIBBwAA+ARNapy3TpCl9qerAAAAeATbXBVkHOAKBBwAXu7cuXPLli176qmnYmJikpOTt23bJveOAGTDnyArUrmK0wmyMk5XAQAA8BQh6iRkHOAiPAwBeLOjR4+OHTs2MzPTZDJVVFRs2rRp6tSpGIIDvoxNkBWvXMXpBFnJylUAAAA8V0BYJDIOcBECDgBv9vLLL58+fXr+/Pn19fW1tbXbt28PDg7Ozc3ds2eP3FsDkJNducqRz34QcHHZy1UAAAA8lF3Gca22UvBbIOPwbgg4ALxWTU0Nx3FDhgxZs2ZNUFAQET399NMLFy4koq+//lru3QHIjF+uYsrbL1m5CsdxAt4IAADAy/Azjir9TGQc0C0IOAC8VlVVFRE99thjAQEBtotDhgwhov/85z+ybQvAbSjCQ8ZPi7K15MifXyTs+k7LVXQ6HcpVAAAAOoCMA3oMAQeA1xo3btw333yzYsUK/sWSkhIiioqKkmlTAO6FteTQrZulCA+xHqwSvCUHe37SarW2K2jJAQAA0CmWcQRHxSHjgG5BwAHgtQIDA2NiYoYNG2a7kpmZWVJSMnjw4JkzZ8q4MQB3o4yJYBkHa8kh8OLOylXQkgMAAKBjAWGRg9NWIeOAbkHAAeATzp49m5SUtGzZspCQkMLCwpCQELl3BOBebC05Fm2fJ/jiLOMwmUz8i1JOkAUAAPBEyDiguxBwAEiktrZ2y5Yty5cvf+qpp2JjY+fMmaPX60+dOtWDpTiOW7NmzY4dO7r4+k2bNo0ZM6aoqGj8+PH79+9/7LHHenBTAK/HylXEW1+tVmOCLAAAQLfYZRxi3AIZhzdBwAEghU2bNg0fPjwxMfGtt94qKSkxm80FBQVvvPHG6NGjn3/++fr6+m6ttnHjxrS0tOzs7E5f2draumDBguTk5KtXr7777rtms3nMmDE9/SEAwFWYIAsAANBdtoxDtbZMpFs4zTjwCYQnQsABIK7r16+/9NJLycnJly5dCgoKio+PX7JkycqVK1944YWQkJDr169/9NFH06dPb2pqEuPuBoMhLy9v7Nix33333aJFi/z9/cW4C4AX00dnSzZBFg9SAAAATgWERUZm/F3UWzhmHDhl6YkQcACIa/369WvXriWikSNHHj16dM+ePStXrlyyZMkHH3xQXl4+depUIuI4btmyZYLfuqqqauXKlYMGDdq9e/e9994r+PoAXo9FG1zeAcGnqzidIIsHKQAAABkh4/ACCDgARHTlyhX2Oe2oUaMOHDgwYsQI/ncVCkVRUdH9999PRB9//HFra6uwd9+xY0djY6Ofn19aWtrstr744gth7wXglTSpcYu2zxNvugrKVQAAANwKMg5Ph/Pq0D1mszknJ4eI0tPT5d6LB1i9evXp06eJaPny5QMGDHB8QWBgYFpa2oIFC3755Ze9e/c+/vjj3Vq/oqLizTff3Llz55kzZ8LCwh5++OE//elPtsMahw8fJqIzZ84UFhba/cGHHnromWee6cmPBOBj2HQVU97+xDeeFHxxVq5CRPyYg5Wr2D1ddYr9ZjabzePGjRN4lwAAAO7nxMzwgLsjxejKwTIOjUZj+7yBvU2zt2yO47788suWlpbz58/Hx8fHx8cLvgFwBU5wQE9ERETIvQXP8PXXXxNRRETE7373u/Zek5qa2tzc3NTU1N3fj1arddy4cR9++KHVam1sbKyoqCgsLIyOjj558iR7QU5Ozo12vPbaa678XAA+RREeIka6YeO0XKW7LTnwaxkAAHzHtdrKgLsjr52ttCyIFWP9Ds5xlJaWfvnllzt37szKytq7d68YdwdXIOCA7pkwYUJ6enpiYqLcG/EMP/74IxHFxMR03N0zICCgT58+vXp17/+Px48fr6ure/HFF3ft2rVr16558+YR0cWLF7OyslzZMwBIjz1IabVa25XutuRITExMT0+fMGGCKPsDAABwJwFhkREZn8qVcYA7Q8ABIJZr165ZLBYiUqlUIt3izTfffP/99ydNmjRp0qR169bFxcURUVmZWAO0AMAme/J6CaaroCUHAACAU7aMQ8rZsQaDwWg0inQ7EAQCDgCx1NXVtbS0EFG/fv3EWD8kJGTx4sX8K7Nnz/7/7d17VFV13vjxDyAooIiKqICKqKmoI4WLvIzjoWx5v7BUDCcjTSee0Vy2xpKpVdjzaFoz5t0oLZpsUqkkr1SioiIaopa3UBtF5aAiBGIilwPn98d+Os/5cb+dyz7n/fqjxdnXz9l7uz+7z/nu71dEsrOzTbE7AAaHY08UZBcmx540RY3j8OHDxhMZQRYAgGo5e5uwuqGoWuPgVwcrRyejsDrnC3QX8svqv3xED9dKU7Zdf1TPuabYvoGXl5ebm1tRUdHNmzcbtMd66tu3b6tWrYyntGvXTkSUqgoA0wmNGioiybEnk2NP/rj70uwt0z19PJpr4xqN5vr168Z9mymvq8jv3ZsBAACzyczM1Gg01TbcSElJMX43nD5HrQEFDlidC/ll2zKL6798NQUIo9Vrn2uK7Rs4ODj07Nnz/PnztRd679y589xzz4nI3Llza+mLtKqqw7Lo9fr6rw6gKUKjhj4+qX/c3C+VEWSDJgUqVY9mofxe9K9//cv4jRWlWWxDR1cBAABNceTIkZpeS0lJSTHuZzQ6OpoCh8VR4IDVGdDOOaJpW4jwb9XouU3fvrFevXqdP38+NTX1xo0b3bt3r3aZ1NTUgwcPikh0dHQTAwNgTsoIsmd3X1SacsjvLTuaRS0jyL7wwgs05QAAoKor03w8NOGdF6yxdCCwGAocsDoDPVsM9GzSlVlLq4o65zZ9+8bCw8MTEhJ0Ot3q1avXrKn+Vrtjxw4RcXFxGT58eBMDA2Bmnj4eJn1dJSYmJjIystLrKsrvSNQ4AAAwVpZzS0QKk+NFhBqH3aLAAZjQjBkzVqxYce7cudjY2CFDhlR9A2XPnj3x8fEiMnbsWFfXplZeAFhEpddVQqOGBk0KbK6NV31dRemSIzk5OS4ujtdVAABQOHt37bHph+t/fbJ5axwjR440bk2ZnJycnJys/F2p0w3eT7EGFDgAE3JwcHjnnXcmTpxYUlISERHx008/RURE9O/f38nJKT8/f926dcuWLROR9u3bb9q0ydLBAmg85XWVw7Enftx96XDsifzs+6Z+XSU5OTk0NNS4S47k5OTExESdTpeXl0c/ZwAAO2SKGodGo9FoNMZTjAscvGNubRgmFjCt8ePHf/PNN56eniKycuXKQYMGeXp6+vn5tW/ffunSpTqdrk2bNp9++qmPj4/xWllZWYsWLdJoNCEhIREREd9//72FwgdQX8rrKpqoIcoIsnFzv2ze7cfExFy/fr3SSHXGI8geOXIkMTHxwIEDK1euNO7zDAAA+6HUOESkMDk+L36VpcOBuVHgAExu0qRJZ86cmTBhgjLuyW+//abVakXEyckpIiIiIyNj4sSJxsufPXt24MCBa9euPXXq1IULF7Zv3z569GilrYfC2dnZzF8BQH0oNY7ZW6aLSGZ61upxHzfv9pXXVYx/R1JeVzHUOAAAgKHGkRe/ihqHvaHAAZhDjx499uzZk5eXd/369Z07d3799dcXLlx4+PDhF198UanthogsXLiwoKDg9ddfLywszM3N3bhxo4jExMT8+uuvygIbN27U6/WJiYmVVoyMjNTr9YWFhWb4RgBq4j/Y75X9L3r6eBRkN/8/Rn9//7i4OON3VURk6dKlPXr0qH1EagAA7Ac1DrtFHxyAWfn7+9feKeD9+/dTUlJ69+69bNkyBwcHNze3v/71r+vXr8/IyDh79uzTTz9trkgBNJ7SJUczDqdiTOmSY+TIkaGhoYaJhtFVAACAiDh7d+08f82djYuUAkeH8L81y2ZHjhw5duxYnU4XHBxMd1dWiAIHYF20Wu2TTz45atQoBwcHw8TWrVuLSKdOnSwXF4CGMVF1w0Cj0cTFxc2ePbvauSkpKStXrjR8pM9RAIAd8ggNF5HmrXFoNJrz58+XlJTMmzev6VtDs6PAAViXwMDAkydPGj7evXv3vffeS09PHzx48IABAywYGICmOxx7ohlHV7lx40ZNs1JSUoz7GY2OjqbAAQCwQ6aoccCaUeAArFeXLl3u3LkjIl27dj1w4IClwwHQJDFBq5U/mrHGAQAAakeNw67QyShgvebMmTNnzpyAgIBbt25NmDDh5s2blo4IQONpooaISHLsyWYfXQUAANTCIzS88/w1IkKHozaPFhyA9Vq+fLmIlJXzy3HxAAAZ4UlEQVSVzZgxIyEh4aOPPjIeLBaAuoRGDX18Uv+4uV821+gqI0eONB5OJTk5OTk5Wfm7UqcbvJ8CALBzSjsO5b+wYRQ4AOty+vTp1NTUp556qn///soUZ2fnmJiYhISEb7/9lgIHoGrNO7qKRqPRaDTGU4wLHNHR0c2yFwAAbAPVDXvAKyqAdTlx4sTChQuVthsGTk5OIqLT6SwUFIBmY+rRVQAAAOwWBQ7AugwaNEhEdu3ade/ePWVKRUXFihUrRCQkJMSSkQEwmeZ6aQUAAMCe8YoKYF1GjBgxceLEPXv2/OEPf5g5c6arq+vevXt/+umnDh06vPHGG5aODkDziwla7enjETQpkNFVAAAwp+v/9aRHaDjjqtgSChyA1fn8889jYmJiY2Pff/99EXFwcBg3bty7777bvXt3S4cGoJkVZBdqooYkx55Mjj0pTRtBduTIkWPHjtXpdMHBwfQqCgBA7fLiV5Xdu1V4OF4YO9aGUOAArI6Hh8fq1atXrVqVmZlZXFwcEBDQqlUrSwcFwCQ8fTyUooZS4/hx96VG90Kq0WjOnz9fUlIyb9685g4TAABboxQ18uJXFR6Op8BhMyhwoGESEhISEhJE5NChQ5aOxcY5OjoGBARYOgoA5mA8gmzc3C8b8brKrFmztFqtVqulugEAQD0pdQ2qG7aEAgcaJiQk5OWXX/b19bV0IABgU5QRZM/uvti411VWrlwpIjt37iwpKTFViAAA2ByqGzaGUVTQML6+vlQ3AMAUlNdVNFFDRCQ59uTqcR/Xf3QVbs42Rvs7SwcCAPg/3JmtHwUOAACsSGjU0Ff2v+jp46G8rsIIsvYpLS1t1qxZ0dHRlg4EAPB/oqOjZ82atWHDBksHghpR4AAAwLoor6v4D/ZTahyHY09YOiKYW1hY2KFDh7Zu3WrpQADA7lz/ryeLLqZWO2vr1q2HDh1asGCBmUNC/VHgAADA6nj6eIT992hN1JCC7MLk2JPUOAAAMANl7Ni7G16pqcYBK0eBAwAAa6R0yRH236NFROl2FAAAmJSHJrxD+N+ocagXo6jAktLS0tavX2/pKKAyaWlpISEhlo4CMJOgSYH+g/3i5n5p6UAAALB9zt5dPTThIpIXv+ruhlf83v7K2burpYNCA9CCAxbz8ssv87+paARlrGJLRwGYj6ePxyv7X7R0FAAA2AWlxqG048iKmVaWc8vSEaEBaMEBS+J/UwEAAABYFeN2HFkx02jHoSK04AAAQH1Wj/uYnkcBADARpcbh2n8o7TjUhQIHbER0dHRaWpqlo4AJPfXUU5YOwUrZxpFJSEiw2h55LHt7qfbIHI49UZBd+OPuS9Q4YGZkW5tnGznFFGzjyJBta1LtkXH27tp5/hpqHOpCgQM2QqvVWjoEmBDntyY2c2SysrIsHUKNLHuQqz0yoVFDDSPImj8k2DObueegWpzfmtjMkSHb1qSmI0ONQ3UocAAAoD6hUUNf2f+ip4+HpQMBAMCWUeNQFwocgMlZtk2jOdv7qav1ZnMdmbS0tOjo6KZsQavVzpo1q+mRNMj69esTEhIatEpDv2nTj0wTN1ufC7IRx6ERIdW+l0YfKE8fjz3F/27EioBNIttaJ7It2VZUnm1FZPSzkcY1Dt09620IAwocgMlZtsWdzTSqbHbNdWSavh2LnKNG7LShq5joe9Vzs827WBM3UvsCTYmBf+CAAdnWOpFtTb0K2baeCzQx2xq342jR0a/Rm4KpMUwsGiYtLc06uybSarU7d+784YcfLB1I9Sx40Mx8ZEz0TZWc1Lwbb64jo9Vqm/jvQqvVarXaxm2h0UdG+foNehe3od+0Qcsrv+/VZ+F6braeR6Y+x6HOS6XOkGrfS+2r13lkjGelpaU98/jYmpaEipBtG4ds20Rk21rWFbJtDYvVZ4M2k211+l4tRmrS0tIGDRpU05KwLIeCggJLxwA12bx5s6VDAABUr1tu39F/H2HpKNAMyLYAYM3mzZtn6RBQPQocAAAAAABA9eiDAwAAAAAAqB4FDgAAAAAAoHoUOAAAAAAAgOpR4AAAAAAAAKpHgQMAAAAAAKgeBQ4AAAAAAKB6FDgAAAAAAIDqUeAAAAAAAACqR4EDAAAAAACoHgUOAAAAAACgehQ4AAAAAACA6jlFR0dbOgagYR48eHDhwoX09PTCwkIPD4+WLVtWXeDixYvp6ekFBQVubm6urq4WiRNNlJubm5iY6ODg0LFjR+Pp9nx+CwsLT5w4kZGRISLt27evNFctR6awsPDMmTOnT5/Oz893c3Nzc3OrtICZv8iNGzcOHjzo5+fXiJtJ00Otfe/c62BBXIF2gmxbFdnWFMi2MI8Wlg4AaAC9Xr9t27ZNmzaVlpYqU9zd3aOiombMmGFYZs+ePe+///7Dhw+Vjy4uLvPmzYuMjLRAuGgCvV6/dOnStLS0efPm9evXzzDdbs/v/fv3X3311Z9++kmv1ytThg8fvmLFilatWikf1XJkduzY8cEHHxQVFSkfnZ2dn3/++ZdeesmwgPm/yEcffXTgwIGePXsGBQUZT68zkmYJtdq9c6+DZXEF2g+ybSVkW9OFRLaFedCCA2qyc+fOVatWOTg4TJ8+ffLkye7u7hkZGampqT169AgICBCRH3/88bXXXistLX3mmWemT5/u7e196dKltLS0rl279urVy9LhowHi4+O/+uorEQkODg4ODlYm2u35LSoqmj9//oULF/r27Tt16tSePXtmZWVdvXr14cOHw4YNE/UcmSNHjrz99tvl5eVTpkwJCwtzc3O7ceNGenp6p06d+vTpI2b/IkVFRXFxccqVNnHixM6dOxtm1RlJ00OtZe/c62BZXIH2g2xrjGxLtuVeZwNowQHVKC8v37x5s4i89dZbY8aMEZEpU6b4+flt2bIlPj5+1KhRIvLJJ5/o9frp06e/+uqrylp+fn7r16//5JNPlFWgCteuXVu/fr2bm5vhlweF3Z7fnTt3ZmRkBAUFffDBB05OTiIybNiwRYsWff/993/7298cHBzUcmS+++47EXnhhReioqJEJCws7P3339++ffv+/fsnTZokZjzFqampGzZsuHnzpuFHm0rqjKQpoda+d+51sCyuQPtBtq2EbEu25V5nA+hkFKqRnZ3966+/dunSZfTo0YaJEydOFJErV66ISGlp6ZkzZ0Rk1qxZhgXCw8NbtmyZmZl5584ds4eMxigrK3vrrbfc3d3nz59vPN2ez6/ypBIdHa08b4nIsGHDlixZMmfOnIqKChUdmfz8fBEJDAw0TFF+MCwoKBDznmK9Xq/T6Xx8fPz9/Vu0qFzrrzOSJoZa+96518GyuALtBNm2KrIt2ZZ7nQ2gwAHVePTokb+//+DBgx0cHAwTHzx4ICLu7u4icvv27dLSUi8vL+O2Zy1btuzdu7eI3Lhxw+whozFiY2OvXLny97//vV27dsbT7fb85ubmXr582dfXNyAg4OHDh+np6SdOnMjLy5s6deqzzz7r5OSkoiOjPGAdO3bMMCUpKUlEhgwZIuY9xcOHD4//ndLw2FidkTQx1Nr3zr0OlsUVaCfItpWQbcm2wr3OJvCKClTjsccei4+PrzRx27ZtIjJgwAAR+fXXX0WkUh/ghinKXFi5M2fO/Pvf/x47dqxGo1GSsYHdnt+cnBwR6dWr19q1a7dt21ZRUaFMHzdu3Guvvebm5qaiIxMWFnb06NFdu3ZlZ2f369fvhx9+uHz5sr+//7PPPivWdIrrjMTFxaX2BZqyd+51sCyuQHtAtq2KbEu2Fe51NoECB9SqoqJiw4YN+/btc3Z2VjqFVlKRs7NzpSWVm2NZWZn5g0SD/Pbbb2+//XaHDh0WL15cda7dnl8lgx47dqyioiIkJCQ4ODg/P3/Xrl379+/X6XTLli1T0ZHx9PQMDQ3NyMg4derUqVOnlImjRo3y9vYWazrFdUZizlC518GyuAJtD9m2WmRbsi33OttAgQOqdP369eXLl587d87V1XXlypVKR8eGWnslynTj5mewTv/4xz9u3769du3aNm3aVJ1rt+f30aNHIlJRUTF16tQlS5YoE8eNG/fCCy98//33yovB1a5ohUdmxYoVu3fvdnV1nTZtWp8+fW7cuLFt27YtW7b8/PPPq1evtp4vUmckZguVex0siyvQJpFtq0W2Jdtyr7MNFDigMuXl5Vu3bt2yZUtpaemAAQOWLl3arVs3ZZZSYa3UE7iIlJSUSHX1V1iVQ4cOJSYmjh49etCgQcpJVLq81ul0RUVFLi4udnt+DQ+gf/nLXwwT+/btO3To0OPHj//888++vr6ihiOj0+mSkpIcHR3XrFnz+OOPKxOffvrpyMjI48eP37t3z3pOcZ2RmCFU7nWwLK5AW0W2rQnZlmzLvc42UOCAmpSVlb355puHDh1q3br14sWLJ0+ebFw9Vd6I02q1er3eeLrSCZDSKg9W69y5cyLy3XffKX2YG8TFxcXFxb322mtDhw4Vuzy/np6eIuLq6lqpHzily6vc3NygoCBRw5E5d+5cUVGRv7+/4XlLRAICAgYPHnz8+PFTp04NGjRIrOOL1HkzMfXdhnsdLIsr0IaRbWtCtiXbcq+zDRQ4oCYffPDBoUOHAgIC1q5d26lTp0pzO3furIzlnpGR0a9fP2ViXl7erVu3HBwcunfvbvZ40QD9+vXTaDTGU7Ra7dWrV/39/f39/X19fe32/Pbu3btNmzYPHjy4e/eu8WV/7do1EenSpYtajoybm5uI6HS6StOLi4uVudbzReqMxNPT06Shcq+DZXEF2jCybU3ItmTbhobXxL3DRBgmFqpx9+7dHTt2uLm5bdy4seo9SEScnJyUnx3WrVtneGtuzZo1FRUV/fv379Chg1nDRQONHj36vf/f7NmzReSZZ5557733hg4darfn18nJacSIESKyZs0aw/PK0aNHz5496+rqGhwcrJYjExAQ4OLikpWV9fXXXxviTElJOXPmjKOjY2BgoPV8kTojMWmo3OtgWVyBto1sWxOyLdm2oeE1Ze8wHVpwQDVOnz5dVlbWokWLmJiYSrM6der05ptvikhUVNSxY8dOnz49YcKEJ5544uLFi1qt1sHBYcGCBZYIGc3Mbs/v/Pnzz549e/DgwevXrw8ePDgnJ+fo0aMiEhkZqeRXVRwZFxeXhQsX/vOf/3z33Xc//vjjP/7xj3l5eSkpKXq9fvbs2UpTT+v5InVGYrpQudfBsrgCYbfnl2xLtlVwr1M1p+joaEvHANTLnj17Lly4oNPptFU8evRoxowZIuLp6RkcHKzcff7zn/88ePCgS5cuS5cuHTJkiKXDR4PduHEjKSkpJCTE8BKp3Z5fd3f3IUOG3L59+5dffvnxxx8zMzM7d+78yiuvKAPai3qOTP/+/Tt37nz16tWcnJyMjIybN2+2a9duwYIFzz33nKOjo1joiyQlJWVmZk6cOFF50VpRZyTNFWrVvXOvg2VxBdobsq0B2ZZsy73OBjgUFBRYOgag+T148CA7O9vb27tST1GwDXZ7fsvLyzMzMzt27Ojh4VHtAmo5Mvn5+Xfv3vXy8vLy8qp2Aev5InVGYtlQredAwT5xBdo2uz2/ZFvzI9uiuVDgAAAAAAAAqkcnowAAAAAAQPUocAAAAAAAANWjwAEAAAAAAFSPAgcAAAAAAFA9ChwAAAAAAED1KHAAAAAAAADVo8ABAAAAAABUjwIHAAAAAABQPQocAAAAAABA9ShwALBHZ86cOXLkSCNWLCsrS0pKSktLq3PJe/fuJSUl3bp1qxF7AQDABpBtAZgZBQ4AVufdd98dMWLE5s2bTbT9K1euzJ8//6uvvqo0Xa/Xv/TSSzNnzqxl3eTk5Ndff/27775bsmTJiBEjdu3aVdOSLi4uy5cvj46OLi8vb564AQBoPmRbALaHAgcAq1NWVlZSUmKiJ5Xy8vJly5ZVVFQsWLCg0qwjR46cPXtWq9XWsnpCQoKITJky5dGjR7UH2bZt2z//+c9Xr1795ptvmiVyAACaEdkWgO2hwAHAvhw8eDAjI0Oj0fTp08cw8c6dO5999tkbb7xR+7pZWVmnT58OCAgYOHBgffY1c+ZMNze3zZs3l5aWNiloAABUhWwLwCJaWDoAADCr+Ph4ERk/frzyMSMjY86cOTqdrj7r7tq1S6/XT5kypZ77cnNzCw0N3bdv34EDBwx7BADA5pFtAVgEBQ4A6nDx4sVvv/328uXLubm5PXv27Nu3b3h4eJs2bSotlpqampqaeu7cufLy8scff3zatGmnTp26ePHi1KlTBw4c+Msvv5w7d65t27bDhg1Tlnd3d/f391f+Li4uzsrKqimA8vLyvXv3uri4VHp4SklJ+eabb65duyYiffr0mT179mOPPWaYO2bMmH379u3YsYNHLgCA9SPbAlA1ChwAVODTTz/98MMPDa/gZmVlHTlyZPfu3e+8807//v0Ni3344Ycff/yx4ePVq1eTkpI8PT2vXbs2dOjQgQMHnjx5UkT69evXosX/3v26du36xRdfKH9fu3bt2WefrSmGY8eO5eXljR071vg5Lz4+XnnYMgR29OjR2NhYQ6vaQYMGiUhGRkZubq6Xl1fTDgMAACZEtgWgdvTBAcDapaSkbNq0qby8fNiwYZ9++un+/fvfeeedDh063L59e8mSJSUlJcpi+/btU563wsPDv/jii4SEhEWLFt2/f9/4kej06dMi4uPj04gwlN7LwsLCjCdeu3btscce27Rp0759+5YuXert7V1WVvbZZ58ZFmjVqlW7du1EpD5j3QEAYClkWwA2gAIHAGu3bt06EQkJCVm9enVgYKCXl9eoUaM2b97s4uKSk5Ozfft2ZbGtW7eKSFhY2OLFi3v16uXr6ztz5sxFixYZb+ry5cvSqEeuO3funDx50t/fPygoyHi6p6dnbGzs4MGDO3bsOG7cuPDwcBH55ZdfjJfp0qWLiFy6dKmhOwUAwGzItgBsAAUOAFYtNzc3MzNTRF566SUHBwfDdD8/vwkTJohIenq6iGRnZyu/Hc2cOdN49cmTJ7u6uip/6/X6/Px8+f0ZqEH27NlTUVFRtcOzMWPGtG7d2vBxyJAhIqLsxUB5wsvLy2voTgEAMA+yLQDbQIEDgFW7efOmiDg6Ohr3Jabo27evYYHs7GwRcXFx6datm/EyrVq1Mjxg/fbbb8p7xQ195KqoqNi9e7ezs/O4ceMqzar085ThZWNjyu4KCgoatFMAAMyGbAvANlDgAGDViouLRcTBwcHFxaXSLDc3NxF5+PC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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "option.elemType = 'P1bP1';\n",
    "femStokes(mesh,pde,option);"
   ]
  },
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    "## Conclusion\n",
    "\n",
    "Optimal second order convergence of velocity in L2 and maximum norm are observed and pressure is observed. For velocity, superconvergence (1.5 order) between nodal interpolate uI and uh is observed. For pressure, the order is also 1.5. \n",
    "\n",
    "Multigrid solver based on ASMG converges uniformly. Note that due to the bubble function, standard `mg` solver cannot be used.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To-Do: test other boundary conditions."
   ]
  }
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